Language Translation

In this project, you’re going to take a peek into the realm of neural network machine translation. You’ll be training a sequence to sequence model on a dataset of English and French sentences that can translate new sentences from English to French.

Get the Data

Since translating the whole language of English to French will take lots of time to train, we have provided you with a small portion of the English corpus.



In [ ]:

    
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
import problem_unittests as tests

source_path = 'data/small_vocab_en'
target_path = 'data/small_vocab_fr'
source_text = helper.load_data(source_path)
target_text = helper.load_data(target_path)

Explore the Data

Play around with view_sentence_range to view different parts of the data.



In [2]:

    
view_sentence_range = (0, 10)

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

print('Dataset Stats')
print('Roughly the number of unique words: {}'.format(len({word: None for word in source_text.split()})))

sentences = source_text.split('\n')
word_counts = [len(sentence.split()) for sentence in sentences]
print('Number of sentences: {}'.format(len(sentences)))
print('Average number of words in a sentence: {}'.format(np.average(word_counts)))

print()
print('English sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(source_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
print()
print('French sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(target_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))









    



Dataset Stats
Roughly the number of unique words: 227
Number of sentences: 137861
Average number of words in a sentence: 13.225277634719028

English sentences 0 to 10:
new jersey is sometimes quiet during autumn , and it is snowy in april .
the united states is usually chilly during july , and it is usually freezing in november .
california is usually quiet during march , and it is usually hot in june .
the united states is sometimes mild during june , and it is cold in september .
your least liked fruit is the grape , but my least liked is the apple .
his favorite fruit is the orange , but my favorite is the grape .
paris is relaxing during december , but it is usually chilly in july .
new jersey is busy during spring , and it is never hot in march .
our least liked fruit is the lemon , but my least liked is the grape .
the united states is sometimes busy during january , and it is sometimes warm in november .

French sentences 0 to 10:
new jersey est parfois calme pendant l' automne , et il est neigeux en avril .
les états-unis est généralement froid en juillet , et il gèle habituellement en novembre .
california est généralement calme en mars , et il est généralement chaud en juin .
les états-unis est parfois légère en juin , et il fait froid en septembre .
votre moins aimé fruit est le raisin , mais mon moins aimé est la pomme .
son fruit préféré est l'orange , mais mon préféré est le raisin .
paris est relaxant en décembre , mais il est généralement froid en juillet .
new jersey est occupé au printemps , et il est jamais chaude en mars .
notre fruit est moins aimé le citron , mais mon moins aimé est le raisin .
les états-unis est parfois occupé en janvier , et il est parfois chaud en novembre .

Implement Preprocessing Function

Text to Word Ids

As you did with other RNNs, you must turn the text into a number so the computer can understand it. In the function text_to_ids(), you'll turn source_text and target_text from words to ids. However, you need to add the <EOS> word id at the end of target_text. This will help the neural network predict when the sentence should end.

You can get the <EOS> word id by doing:

target_vocab_to_int['<EOS>']

You can get other word ids using source_vocab_to_int and target_vocab_to_int.



In [3]:

    
def text_to_ids(source_text, target_text, source_vocab_to_int, target_vocab_to_int):
    """
    Convert source and target text to proper word ids
    :param source_text: String that contains all the source text.
    :param target_text: String that contains all the target text.
    :param source_vocab_to_int: Dictionary to go from the source words to an id
    :param target_vocab_to_int: Dictionary to go from the target words to an id
    :return: A tuple of lists (source_id_text, target_id_text)
    """
    # TODO: Implement Function
    source_id_text = [[source_vocab_to_int[word] for word in line.split()] for line in source_text.split('\n')]
    target_id_text = [[target_vocab_to_int[word] for word in line.split()] + [target_vocab_to_int['<EOS>']] for line in target_text.split('\n')]
    return source_id_text, target_id_text

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_text_to_ids(text_to_ids)









    



Tests Passed

Preprocess all the data and save it

Running the code cell below will preprocess all the data and save it to file.



In [4]:

    
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
helper.preprocess_and_save_data(source_path, target_path, text_to_ids)

Check Point

This is your first checkpoint. If you ever decide to come back to this notebook or have to restart the notebook, you can start from here. The preprocessed data has been saved to disk.



In [5]:

    
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
import helper

(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU



In [6]:

    
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
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__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))









    



TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0

Build the Neural Network

You'll build the components necessary to build a Sequence-to-Sequence model by implementing the following functions below:

model_inputs
process_decoder_input
encoding_layer
decoding_layer_train
decoding_layer_infer
decoding_layer
seq2seq_model

Input

Implement the model_inputs() function to create TF Placeholders for the Neural Network. It should create the following placeholders:

Input text placeholder named "input" using the TF Placeholder name parameter with rank 2.
Targets placeholder with rank 2.
Learning rate placeholder with rank 0.
Keep probability placeholder named "keep_prob" using the TF Placeholder name parameter with rank 0.
Target sequence length placeholder named "target_sequence_length" with rank 1
Max target sequence length tensor named "max_target_len" getting its value from applying tf.reduce_max on the target_sequence_length placeholder. Rank 0.
Source sequence length placeholder named "source_sequence_length" with rank 1

Return the placeholders in the following the tuple (input, targets, learning rate, keep probability, target sequence length, max target sequence length, source sequence length)



In [7]:

    
def model_inputs():
    """
    Create TF Placeholders for input, targets, learning rate, and lengths of source and target sequences.
    :return: Tuple (input, targets, learning rate, keep probability, target sequence length,
    max target sequence length, source sequence length)
    """
    # TODO: Implement Function
    input = tf.placeholder(tf.int32, [None, None], name='input')
    targets = tf.placeholder(tf.int32, [None, None], name='targets')
    learn_rate = tf.placeholder(tf.float32, name='learn_rate')
    keep_prob = tf.placeholder(tf.float32, name='keep_prob')
    return input, targets, learn_rate, keep_prob

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)









    



Tests Passed

Process Decoder Input

Implement process_decoder_input by removing the last word id from each batch in target_data and concat the GO ID to the begining of each batch.



In [8]:

    
def process_decoder_input(target_data, target_vocab_to_int, batch_size):
    """
    Preprocess target data for encoding
    :param target_data: Target Placehoder
    :param target_vocab_to_int: Dictionary to go from the target words to an id
    :param batch_size: Batch Size
    :return: Preprocessed target data
    """
    # TODO: Implement Function
    ending = tf.strided_slice(target_data, [0, 0], [batch_size, -1], [1, 1])
    dec_input = tf.concat([tf.fill([batch_size, 1], target_vocab_to_int['<GO>']), ending], 1)
    return dec_input

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_process_encoding_input(process_decoder_input)









    



Tests Passed

Encoding

Implement encoding_layer() to create a Encoder RNN layer:

Embed the encoder input using tf.contrib.layers.embed_sequence
Construct a stacked tf.contrib.rnn.LSTMCell wrapped in a tf.contrib.rnn.DropoutWrapper
Pass cell and embedded input to tf.nn.dynamic_rnn()



In [9]:

    
from imp import reload
reload(tests)

def encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob, 
                   source_sequence_length, source_vocab_size, 
                   encoding_embedding_size):
    """
    Create encoding layer
    :param rnn_inputs: Inputs for the RNN
    :param rnn_size: RNN Size
    :param num_layers: Number of layers
    :param keep_prob: Dropout keep probability
    :param source_sequence_length: a list of the lengths of each sequence in the batch
    :param source_vocab_size: vocabulary size of source data
    :param encoding_embedding_size: embedding size of source data
    :return: tuple (RNN output, RNN state)
    """
    # TODO: Implement Function
    enc_cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.BasicLSTMCell(rnn_size)] * num_layers)
    _, enc_state = tf.nn.dynamic_rnn(enc_cell, rnn_inputs, dtype=tf.float32)
    return enc_state

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_encoding_layer(encoding_layer)









    



Tests Passed

Decoding - Training

Create a training decoding layer:

Create a tf.contrib.seq2seq.TrainingHelper
Create a tf.contrib.seq2seq.BasicDecoder
Obtain the decoder outputs from tf.contrib.seq2seq.dynamic_decode



In [10]:

    
def decoding_layer_train(encoder_state, dec_cell, dec_embed_input, 
                         target_sequence_length, max_summary_length, 
                         output_layer, keep_prob):
    """
    Create a decoding layer for training
    :param encoder_state: Encoder State
    :param dec_cell: Decoder RNN Cell
    :param dec_embed_input: Decoder embedded input
    :param target_sequence_length: The lengths of each sequence in the target batch
    :param max_summary_length: The length of the longest sequence in the batch
    :param output_layer: Function to apply the output layer
    :param keep_prob: Dropout keep probability
    :return: BasicDecoderOutput containing training logits and sample_id
    """
    # TODO: Implement Function
    # Training Decoder
    train_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(encoder_state)
    train_pred, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(
        dec_cell, train_decoder_fn, dec_embed_input, sequence_length, scope=decoding_scope)
    
    # Apply output function
    train_logits =  output_fn(train_pred)
    
    return train_logits



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_train(decoding_layer_train)









    



Tests Passed

Decoding - Inference

Create inference decoder:

Create a tf.contrib.seq2seq.GreedyEmbeddingHelper
Create a tf.contrib.seq2seq.BasicDecoder
Obtain the decoder outputs from tf.contrib.seq2seq.dynamic_decode



In [11]:

    
def decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id,
                         end_of_sequence_id, max_target_sequence_length,
                         vocab_size, output_layer, batch_size, keep_prob):
    """
    Create a decoding layer for inference
    :param encoder_state: Encoder state
    :param dec_cell: Decoder RNN Cell
    :param dec_embeddings: Decoder embeddings
    :param start_of_sequence_id: GO ID
    :param end_of_sequence_id: EOS Id
    :param max_target_sequence_length: Maximum length of target sequences
    :param vocab_size: Size of decoder/target vocabulary
    :param decoding_scope: TenorFlow Variable Scope for decoding
    :param output_layer: Function to apply the output layer
    :param batch_size: Batch size
    :param keep_prob: Dropout keep probability
    :return: BasicDecoderOutput containing inference logits and sample_id
    """
    # TODO: Implement Function
    infer_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_inference(
        output_fn, encoder_state, dec_embeddings, start_of_sequence_id, end_of_sequence_id, 
        maximum_length - 1, vocab_size)
    inference_logits, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(dec_cell, infer_decoder_fn, scope=decoding_scope)
    return inference_logits



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_infer(decoding_layer_infer)









    



Tests Passed

Build the Decoding Layer

Implement decoding_layer() to create a Decoder RNN layer.

Embed the target sequences
Construct the decoder LSTM cell (just like you constructed the encoder cell above)
Create an output layer to map the outputs of the decoder to the elements of our vocabulary
Use the your decoding_layer_train(encoder_state, dec_cell, dec_embed_input, target_sequence_length, max_target_sequence_length, output_layer, keep_prob) function to get the training logits.
Use your decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id, max_target_sequence_length, vocab_size, output_layer, batch_size, keep_prob) function to get the inference logits.

Note: You'll need to use tf.variable_scope to share variables between training and inference.



In [12]:

    
def decoding_layer(dec_input, encoder_state,
                   target_sequence_length, max_target_sequence_length,
                   rnn_size,
                   num_layers, target_vocab_to_int, target_vocab_size,
                   batch_size, keep_prob, decoding_embedding_size):
    """
    Create decoding layer
    :param dec_input: Decoder input
    :param encoder_state: Encoder state
    :param target_sequence_length: The lengths of each sequence in the target batch
    :param max_target_sequence_length: Maximum length of target sequences
    :param rnn_size: RNN Size
    :param num_layers: Number of layers
    :param target_vocab_to_int: Dictionary to go from the target words to an id
    :param target_vocab_size: Size of target vocabulary
    :param batch_size: The size of the batch
    :param keep_prob: Dropout keep probability
    :param decoding_embedding_size: Decoding embedding size
    :return: Tuple of (Training BasicDecoderOutput, Inference BasicDecoderOutput)
    """
    # TODO: Implement Function
    
    # Decoder RNNs
    dec_cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.BasicLSTMCell(rnn_size)] * num_layers)
    
    with tf.variable_scope("decoding") as decoding_scope:
        # Output Layer
        output_fn = lambda x: tf.contrib.layers.fully_connected(x, vocab_size, None, scope=decoding_scope)
        
        training_logits = decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, 
                                               decoding_scope, output_fn, keep_prob)
        decoding_scope.reuse_variables()
        inference_logits = decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, target_vocab_to_int['<GO>'], target_vocab_to_int['<EOS>'], 
                                                sequence_length, vocab_size, decoding_scope, output_fn, keep_prob)
    return training_logits, inference_logits



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer(decoding_layer)









    



Tests Passed

Build the Neural Network

Apply the functions you implemented above to:

Encode the input using your encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob, source_sequence_length, source_vocab_size, encoding_embedding_size).
Process target data using your process_decoder_input(target_data, target_vocab_to_int, batch_size) function.
Decode the encoded input using your decoding_layer(dec_input, enc_state, target_sequence_length, max_target_sentence_length, rnn_size, num_layers, target_vocab_to_int, target_vocab_size, batch_size, keep_prob, dec_embedding_size) function.



In [13]:

    
def seq2seq_model(input_data, target_data, keep_prob, batch_size,
                  source_sequence_length, target_sequence_length,
                  max_target_sentence_length,
                  source_vocab_size, target_vocab_size,
                  enc_embedding_size, dec_embedding_size,
                  rnn_size, num_layers, target_vocab_to_int):
    """
    Build the Sequence-to-Sequence part of the neural network
    :param input_data: Input placeholder
    :param target_data: Target placeholder
    :param keep_prob: Dropout keep probability placeholder
    :param batch_size: Batch Size
    :param source_sequence_length: Sequence Lengths of source sequences in the batch
    :param target_sequence_length: Sequence Lengths of target sequences in the batch
    :param source_vocab_size: Source vocabulary size
    :param target_vocab_size: Target vocabulary size
    :param enc_embedding_size: Decoder embedding size
    :param dec_embedding_size: Encoder embedding size
    :param rnn_size: RNN Size
    :param num_layers: Number of layers
    :param target_vocab_to_int: Dictionary to go from the target words to an id
    :return: Tuple of (Training BasicDecoderOutput, Inference BasicDecoderOutput)
    """
    # TODO: Implement Function
    # Encoder embedding
    enc_embed_input = tf.contrib.layers.embed_sequence(input_data, source_vocab_size, enc_embedding_size)

    encoder_state = encoding_layer(enc_embed_input, rnn_size, num_layers, keep_prob)
    dec_input = process_decoding_input(target_data, target_vocab_to_int, batch_size)
    
    # Decoder Embedding
    dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, dec_embedding_size]))
    dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)
    
    return decoding_layer(dec_embed_input, dec_embeddings, encoder_state, target_vocab_size, sequence_length, rnn_size, num_layers, target_vocab_to_int, keep_prob)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_seq2seq_model(seq2seq_model)









    



Tests Passed

Neural Network Training

Hyperparameters

Tune the following parameters:

Set epochs to the number of epochs.
Set batch_size to the batch size.
Set rnn_size to the size of the RNNs.
Set num_layers to the number of layers.
Set encoding_embedding_size to the size of the embedding for the encoder.
Set decoding_embedding_size to the size of the embedding for the decoder.
Set learning_rate to the learning rate.
Set keep_probability to the Dropout keep probability
Set display_step to state how many steps between each debug output statement



In [28]:

    
# Number of Epochs
epochs = 100
# Batch Size
batch_size = 1024
# RNN Size
rnn_size = 50
# Number of Layers
num_layers = 2
# Embedding Size
encoding_embedding_size = 13
decoding_embedding_size = 13
# Learning Rate
learning_rate = 0.001
# Dropout Keep Probability
keep_probability = 0.5

Build the Graph

Build the graph using the neural network you implemented.



In [29]:

    
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
save_path = 'checkpoints/dev'
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
max_target_sentence_length = max([len(sentence) for sentence in source_int_text])

train_graph = tf.Graph()
with train_graph.as_default():
    input_data, targets, lr, keep_prob, target_sequence_length, max_target_sequence_length, source_sequence_length = model_inputs()

    #sequence_length = tf.placeholder_with_default(max_target_sentence_length, None, name='sequence_length')
    input_shape = tf.shape(input_data)

    train_logits, inference_logits = seq2seq_model(tf.reverse(input_data, [-1]),
                                                   targets,
                                                   keep_prob,
                                                   batch_size,
                                                   source_sequence_length,
                                                   target_sequence_length,
                                                   max_target_sequence_length,
                                                   len(source_vocab_to_int),
                                                   len(target_vocab_to_int),
                                                   encoding_embedding_size,
                                                   decoding_embedding_size,
                                                   rnn_size,
                                                   num_layers,
                                                   target_vocab_to_int)


    training_logits = tf.identity(train_logits.rnn_output, name='logits')
    inference_logits = tf.identity(inference_logits.sample_id, name='predictions')

    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, -1., 1.), var) for grad, var in gradients if grad is not None]
        train_op = optimizer.apply_gradients(capped_gradients)

Batch and pad the source and target sequences



In [ ]:

    
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
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]


def get_batches(sources, targets, 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

        # Slice the right amount for the batch
        sources_batch = sources[start_i:start_i + batch_size]
        targets_batch = targets[start_i:start_i + batch_size]

        # Pad
        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_sources_batch, pad_targets_batch, pad_source_lengths, pad_targets_lengths

Train

Train the neural network on the preprocessed data. If you have a hard time getting a good loss, check the forms to see if anyone is having the same problem.



In [30]:

    
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
def get_accuracy(target, logits):
    """
    Calculate accuracy
    """
    max_seq = max(target.shape[1], logits.shape[1])
    if max_seq - target.shape[1]:
        target = np.pad(
            target,
            [(0,0),(0,max_seq - target.shape[1])],
            'constant')
    if max_seq - logits.shape[1]:
        logits = np.pad(
            logits,
            [(0,0),(0,max_seq - logits.shape[1])],
            'constant')

    return np.mean(np.equal(target, logits))

# Split data to training and validation sets
train_source = source_int_text[batch_size:]
train_target = target_int_text[batch_size:]
valid_source = source_int_text[:batch_size]
valid_target = target_int_text[:batch_size]
(valid_sources_batch, valid_targets_batch, valid_sources_lengths, valid_targets_lengths ) = next(get_batches(valid_source,
                                                                                                             valid_target,
                                                                                                             batch_size,
                                                                                                             source_vocab_to_int['<PAD>'],
                                                                                                             target_vocab_to_int['<PAD>']))                                                                                                  
with tf.Session(graph=train_graph) as sess:
    sess.run(tf.global_variables_initializer())

    for epoch_i in range(epochs):
        for batch_i, (source_batch, target_batch, sources_lengths, targets_lengths) in enumerate(
                get_batches(train_source, train_target, batch_size,
                            source_vocab_to_int['<PAD>'],
                            target_vocab_to_int['<PAD>'])):

            _, loss = sess.run(
                [train_op, cost],
                {input_data: source_batch,
                 targets: target_batch,
                 lr: learning_rate,
                 target_sequence_length: targets_lengths,
                 source_sequence_length: sources_lengths,
                 keep_prob: keep_probability})


            if batch_i % display_step == 0 and batch_i > 0:


                batch_train_logits = sess.run(
                    inference_logits,
                    {input_data: source_batch,
                     source_sequence_length: sources_lengths,
                     target_sequence_length: targets_lengths,
                     keep_prob: 1.0})


                batch_valid_logits = sess.run(
                    inference_logits,
                    {input_data: valid_sources_batch,
                     source_sequence_length: valid_sources_lengths,
                     target_sequence_length: valid_targets_lengths,
                     keep_prob: 1.0})

                train_acc = get_accuracy(target_batch, batch_train_logits)

                valid_acc = get_accuracy(valid_targets_batch, batch_valid_logits)

                print('Epoch {:>3} Batch {:>4}/{} - Train Accuracy: {:>6.4f}, Validation Accuracy: {:>6.4f}, Loss: {:>6.4f}'
                      .format(epoch_i, batch_i, len(source_int_text) // batch_size, train_acc, valid_acc, loss))

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









    



Epoch   0 Batch    0/134 - Train Accuracy:  0.213, Validation Accuracy:  0.255, Loss:  5.891
Epoch   0 Batch    1/134 - Train Accuracy:  0.195, Validation Accuracy:  0.271, Loss:  5.865
Epoch   0 Batch    2/134 - Train Accuracy:  0.269, Validation Accuracy:  0.304, Loss:  5.838
Epoch   0 Batch    3/134 - Train Accuracy:  0.278, Validation Accuracy:  0.312, Loss:  5.810
Epoch   0 Batch    4/134 - Train Accuracy:  0.268, Validation Accuracy:  0.310, Loss:  5.780
Epoch   0 Batch    5/134 - Train Accuracy:  0.276, Validation Accuracy:  0.310, Loss:  5.743
Epoch   0 Batch    6/134 - Train Accuracy:  0.307, Validation Accuracy:  0.310, Loss:  5.685
Epoch   0 Batch    7/134 - Train Accuracy:  0.268, Validation Accuracy:  0.310, Loss:  5.656
Epoch   0 Batch    8/134 - Train Accuracy:  0.269, Validation Accuracy:  0.310, Loss:  5.599
Epoch   0 Batch    9/134 - Train Accuracy:  0.307, Validation Accuracy:  0.310, Loss:  5.498
Epoch   0 Batch   10/134 - Train Accuracy:  0.278, Validation Accuracy:  0.310, Loss:  5.457
Epoch   0 Batch   11/134 - Train Accuracy:  0.282, Validation Accuracy:  0.310, Loss:  5.378
Epoch   0 Batch   12/134 - Train Accuracy:  0.311, Validation Accuracy:  0.310, Loss:  5.258
Epoch   0 Batch   13/134 - Train Accuracy:  0.266, Validation Accuracy:  0.310, Loss:  5.241
Epoch   0 Batch   14/134 - Train Accuracy:  0.268, Validation Accuracy:  0.310, Loss:  5.162
Epoch   0 Batch   15/134 - Train Accuracy:  0.275, Validation Accuracy:  0.310, Loss:  5.079
Epoch   0 Batch   16/134 - Train Accuracy:  0.276, Validation Accuracy:  0.310, Loss:  4.998
Epoch   0 Batch   17/134 - Train Accuracy:  0.276, Validation Accuracy:  0.310, Loss:  4.926
Epoch   0 Batch   18/134 - Train Accuracy:  0.276, Validation Accuracy:  0.310, Loss:  4.849
Epoch   0 Batch   19/134 - Train Accuracy:  0.273, Validation Accuracy:  0.310, Loss:  4.775
Epoch   0 Batch   20/134 - Train Accuracy:  0.305, Validation Accuracy:  0.310, Loss:  4.630
Epoch   0 Batch   21/134 - Train Accuracy:  0.284, Validation Accuracy:  0.310, Loss:  4.605
Epoch   0 Batch   22/134 - Train Accuracy:  0.235, Validation Accuracy:  0.310, Loss:  4.627
Epoch   0 Batch   23/134 - Train Accuracy:  0.309, Validation Accuracy:  0.310, Loss:  4.389
Epoch   0 Batch   24/134 - Train Accuracy:  0.246, Validation Accuracy:  0.310, Loss:  4.469
Epoch   0 Batch   25/134 - Train Accuracy:  0.273, Validation Accuracy:  0.310, Loss:  4.331
Epoch   0 Batch   26/134 - Train Accuracy:  0.243, Validation Accuracy:  0.310, Loss:  4.339
Epoch   0 Batch   27/134 - Train Accuracy:  0.278, Validation Accuracy:  0.310, Loss:  4.187
Epoch   0 Batch   28/134 - Train Accuracy:  0.278, Validation Accuracy:  0.310, Loss:  4.123
Epoch   0 Batch   29/134 - Train Accuracy:  0.300, Validation Accuracy:  0.310, Loss:  3.994
Epoch   0 Batch   30/134 - Train Accuracy:  0.307, Validation Accuracy:  0.310, Loss:  3.924
Epoch   0 Batch   31/134 - Train Accuracy:  0.273, Validation Accuracy:  0.310, Loss:  3.956
Epoch   0 Batch   32/134 - Train Accuracy:  0.303, Validation Accuracy:  0.310, Loss:  3.816
Epoch   0 Batch   33/134 - Train Accuracy:  0.275, Validation Accuracy:  0.310, Loss:  3.861
Epoch   0 Batch   34/134 - Train Accuracy:  0.279, Validation Accuracy:  0.310, Loss:  3.800
Epoch   0 Batch   35/134 - Train Accuracy:  0.308, Validation Accuracy:  0.310, Loss:  3.679
Epoch   0 Batch   36/134 - Train Accuracy:  0.280, Validation Accuracy:  0.310, Loss:  3.725
Epoch   0 Batch   37/134 - Train Accuracy:  0.267, Validation Accuracy:  0.310, Loss:  3.720
Epoch   0 Batch   38/134 - Train Accuracy:  0.275, Validation Accuracy:  0.310, Loss:  3.671
Epoch   0 Batch   39/134 - Train Accuracy:  0.278, Validation Accuracy:  0.310, Loss:  3.630
Epoch   0 Batch   40/134 - Train Accuracy:  0.281, Validation Accuracy:  0.310, Loss:  3.605
Epoch   0 Batch   41/134 - Train Accuracy:  0.278, Validation Accuracy:  0.310, Loss:  3.577
Epoch   0 Batch   42/134 - Train Accuracy:  0.267, Validation Accuracy:  0.310, Loss:  3.592
Epoch   0 Batch   43/134 - Train Accuracy:  0.293, Validation Accuracy:  0.328, Loss:  3.562
Epoch   0 Batch   44/134 - Train Accuracy:  0.307, Validation Accuracy:  0.341, Loss:  3.534
Epoch   0 Batch   45/134 - Train Accuracy:  0.310, Validation Accuracy:  0.341, Loss:  3.506
Epoch   0 Batch   46/134 - Train Accuracy:  0.341, Validation Accuracy:  0.342, Loss:  3.390
Epoch   0 Batch   47/134 - Train Accuracy:  0.309, Validation Accuracy:  0.342, Loss:  3.485
Epoch   0 Batch   48/134 - Train Accuracy:  0.315, Validation Accuracy:  0.342, Loss:  3.452
Epoch   0 Batch   49/134 - Train Accuracy:  0.315, Validation Accuracy:  0.342, Loss:  3.435
Epoch   0 Batch   50/134 - Train Accuracy:  0.310, Validation Accuracy:  0.342, Loss:  3.444
Epoch   0 Batch   51/134 - Train Accuracy:  0.311, Validation Accuracy:  0.342, Loss:  3.435
Epoch   0 Batch   52/134 - Train Accuracy:  0.307, Validation Accuracy:  0.342, Loss:  3.431
Epoch   0 Batch   53/134 - Train Accuracy:  0.301, Validation Accuracy:  0.342, Loss:  3.435
Epoch   0 Batch   54/134 - Train Accuracy:  0.308, Validation Accuracy:  0.342, Loss:  3.414
Epoch   0 Batch   55/134 - Train Accuracy:  0.310, Validation Accuracy:  0.342, Loss:  3.400
Epoch   0 Batch   56/134 - Train Accuracy:  0.340, Validation Accuracy:  0.342, Loss:  3.273
Epoch   0 Batch   57/134 - Train Accuracy:  0.309, Validation Accuracy:  0.342, Loss:  3.367
Epoch   0 Batch   58/134 - Train Accuracy:  0.307, Validation Accuracy:  0.341, Loss:  3.351
Epoch   0 Batch   59/134 - Train Accuracy:  0.277, Validation Accuracy:  0.341, Loss:  3.479
Epoch   0 Batch   60/134 - Train Accuracy:  0.311, Validation Accuracy:  0.341, Loss:  3.341
Epoch   0 Batch   61/134 - Train Accuracy:  0.303, Validation Accuracy:  0.341, Loss:  3.343
Epoch   0 Batch   62/134 - Train Accuracy:  0.308, Validation Accuracy:  0.341, Loss:  3.318
Epoch   0 Batch   63/134 - Train Accuracy:  0.312, Validation Accuracy:  0.341, Loss:  3.310
Epoch   0 Batch   64/134 - Train Accuracy:  0.306, Validation Accuracy:  0.342, Loss:  3.330
Epoch   0 Batch   65/134 - Train Accuracy:  0.309, Validation Accuracy:  0.342, Loss:  3.304
Epoch   0 Batch   66/134 - Train Accuracy:  0.308, Validation Accuracy:  0.342, Loss:  3.290
Epoch   0 Batch   67/134 - Train Accuracy:  0.270, Validation Accuracy:  0.343, Loss:  3.443
Epoch   0 Batch   68/134 - Train Accuracy:  0.277, Validation Accuracy:  0.343, Loss:  3.398
Epoch   0 Batch   69/134 - Train Accuracy:  0.311, Validation Accuracy:  0.343, Loss:  3.263
Epoch   0 Batch   70/134 - Train Accuracy:  0.314, Validation Accuracy:  0.343, Loss:  3.248
Epoch   0 Batch   71/134 - Train Accuracy:  0.309, Validation Accuracy:  0.343, Loss:  3.260
Epoch   0 Batch   72/134 - Train Accuracy:  0.307, Validation Accuracy:  0.343, Loss:  3.260
Epoch   0 Batch   73/134 - Train Accuracy:  0.340, Validation Accuracy:  0.343, Loss:  3.137
Epoch   0 Batch   74/134 - Train Accuracy:  0.314, Validation Accuracy:  0.343, Loss:  3.234
Epoch   0 Batch   75/134 - Train Accuracy:  0.341, Validation Accuracy:  0.343, Loss:  3.109
Epoch   0 Batch   76/134 - Train Accuracy:  0.303, Validation Accuracy:  0.343, Loss:  3.227
Epoch   0 Batch   77/134 - Train Accuracy:  0.346, Validation Accuracy:  0.343, Loss:  3.062
Epoch   0 Batch   78/134 - Train Accuracy:  0.307, Validation Accuracy:  0.343, Loss:  3.189
Epoch   0 Batch   79/134 - Train Accuracy:  0.310, Validation Accuracy:  0.343, Loss:  3.190
Epoch   0 Batch   80/134 - Train Accuracy:  0.306, Validation Accuracy:  0.343, Loss:  3.197
Epoch   0 Batch   81/134 - Train Accuracy:  0.308, Validation Accuracy:  0.343, Loss:  3.179
Epoch   0 Batch   82/134 - Train Accuracy:  0.342, Validation Accuracy:  0.343, Loss:  3.038
Epoch   0 Batch   83/134 - Train Accuracy:  0.310, Validation Accuracy:  0.343, Loss:  3.167
Epoch   0 Batch   84/134 - Train Accuracy:  0.307, Validation Accuracy:  0.343, Loss:  3.162
Epoch   0 Batch   85/134 - Train Accuracy:  0.311, Validation Accuracy:  0.343, Loss:  3.146
Epoch   0 Batch   86/134 - Train Accuracy:  0.307, Validation Accuracy:  0.343, Loss:  3.149
Epoch   0 Batch   87/134 - Train Accuracy:  0.307, Validation Accuracy:  0.343, Loss:  3.150
Epoch   0 Batch   88/134 - Train Accuracy:  0.338, Validation Accuracy:  0.343, Loss:  3.024
Epoch   0 Batch   89/134 - Train Accuracy:  0.309, Validation Accuracy:  0.343, Loss:  3.136
Epoch   0 Batch   90/134 - Train Accuracy:  0.315, Validation Accuracy:  0.343, Loss:  3.119
Epoch   0 Batch   91/134 - Train Accuracy:  0.392, Validation Accuracy:  0.343, Loss:  2.790
Epoch   0 Batch   92/134 - Train Accuracy:  0.316, Validation Accuracy:  0.343, Loss:  3.091
Epoch   0 Batch   93/134 - Train Accuracy:  0.320, Validation Accuracy:  0.343, Loss:  3.071
Epoch   0 Batch   94/134 - Train Accuracy:  0.314, Validation Accuracy:  0.343, Loss:  3.084
Epoch   0 Batch   95/134 - Train Accuracy:  0.309, Validation Accuracy:  0.343, Loss:  3.103
Epoch   0 Batch   96/134 - Train Accuracy:  0.309, Validation Accuracy:  0.343, Loss:  3.098
Epoch   0 Batch   97/134 - Train Accuracy:  0.306, Validation Accuracy:  0.343, Loss:  3.103
Epoch   0 Batch   98/134 - Train Accuracy:  0.273, Validation Accuracy:  0.343, Loss:  3.221
Epoch   0 Batch   99/134 - Train Accuracy:  0.310, Validation Accuracy:  0.343, Loss:  3.078
Epoch   0 Batch  100/134 - Train Accuracy:  0.308, Validation Accuracy:  0.343, Loss:  3.082
Epoch   0 Batch  101/134 - Train Accuracy:  0.281, Validation Accuracy:  0.343, Loss:  3.186
Epoch   0 Batch  102/134 - Train Accuracy:  0.309, Validation Accuracy:  0.343, Loss:  3.071
Epoch   0 Batch  103/134 - Train Accuracy:  0.341, Validation Accuracy:  0.343, Loss:  2.955
Epoch   0 Batch  104/134 - Train Accuracy:  0.311, Validation Accuracy:  0.343, Loss:  3.046
Epoch   0 Batch  105/134 - Train Accuracy:  0.317, Validation Accuracy:  0.343, Loss:  3.028
Epoch   0 Batch  106/134 - Train Accuracy:  0.311, Validation Accuracy:  0.343, Loss:  3.035
Epoch   0 Batch  107/134 - Train Accuracy:  0.348, Validation Accuracy:  0.343, Loss:  2.909
Epoch   0 Batch  108/134 - Train Accuracy:  0.276, Validation Accuracy:  0.343, Loss:  3.169
Epoch   0 Batch  109/134 - Train Accuracy:  0.340, Validation Accuracy:  0.343, Loss:  2.920
Epoch   0 Batch  110/134 - Train Accuracy:  0.316, Validation Accuracy:  0.343, Loss:  2.998
Epoch   0 Batch  111/134 - Train Accuracy:  0.314, Validation Accuracy:  0.343, Loss:  3.010
Epoch   0 Batch  112/134 - Train Accuracy:  0.315, Validation Accuracy:  0.343, Loss:  3.018
Epoch   0 Batch  113/134 - Train Accuracy:  0.399, Validation Accuracy:  0.343, Loss:  2.695
Epoch   0 Batch  114/134 - Train Accuracy:  0.311, Validation Accuracy:  0.343, Loss:  3.010
Epoch   0 Batch  115/134 - Train Accuracy:  0.272, Validation Accuracy:  0.343, Loss:  3.145
Epoch   0 Batch  116/134 - Train Accuracy:  0.308, Validation Accuracy:  0.343, Loss:  3.019
Epoch   0 Batch  117/134 - Train Accuracy:  0.311, Validation Accuracy:  0.343, Loss:  3.002
Epoch   0 Batch  118/134 - Train Accuracy:  0.314, Validation Accuracy:  0.343, Loss:  2.993
Epoch   0 Batch  119/134 - Train Accuracy:  0.368, Validation Accuracy:  0.343, Loss:  2.782
Epoch   0 Batch  120/134 - Train Accuracy:  0.311, Validation Accuracy:  0.343, Loss:  2.996
Epoch   0 Batch  121/134 - Train Accuracy:  0.315, Validation Accuracy:  0.343, Loss:  2.964
Epoch   0 Batch  122/134 - Train Accuracy:  0.312, Validation Accuracy:  0.343, Loss:  2.987
Epoch   0 Batch  123/134 - Train Accuracy:  0.313, Validation Accuracy:  0.343, Loss:  2.978
Epoch   0 Batch  124/134 - Train Accuracy:  0.346, Validation Accuracy:  0.343, Loss:  2.853
Epoch   0 Batch  125/134 - Train Accuracy:  0.304, Validation Accuracy:  0.343, Loss:  2.994
Epoch   0 Batch  126/134 - Train Accuracy:  0.309, Validation Accuracy:  0.343, Loss:  2.967
Epoch   0 Batch  127/134 - Train Accuracy:  0.334, Validation Accuracy:  0.343, Loss:  2.881
Epoch   0 Batch  128/134 - Train Accuracy:  0.309, Validation Accuracy:  0.343, Loss:  2.974
Epoch   0 Batch  129/134 - Train Accuracy:  0.314, Validation Accuracy:  0.344, Loss:  2.958
Epoch   0 Batch  130/134 - Train Accuracy:  0.307, Validation Accuracy:  0.345, Loss:  2.979
Epoch   0 Batch  131/134 - Train Accuracy:  0.286, Validation Accuracy:  0.345, Loss:  3.069
Epoch   0 Batch  132/134 - Train Accuracy:  0.315, Validation Accuracy:  0.349, Loss:  2.942
Epoch   1 Batch    0/134 - Train Accuracy:  0.314, Validation Accuracy:  0.354, Loss:  2.969
Epoch   1 Batch    1/134 - Train Accuracy:  0.292, Validation Accuracy:  0.359, Loss:  3.079
Epoch   1 Batch    2/134 - Train Accuracy:  0.330, Validation Accuracy:  0.363, Loss:  2.940
Epoch   1 Batch    3/134 - Train Accuracy:  0.335, Validation Accuracy:  0.366, Loss:  2.929
Epoch   1 Batch    4/134 - Train Accuracy:  0.329, Validation Accuracy:  0.366, Loss:  2.937
Epoch   1 Batch    5/134 - Train Accuracy:  0.336, Validation Accuracy:  0.368, Loss:  2.929
Epoch   1 Batch    6/134 - Train Accuracy:  0.365, Validation Accuracy:  0.368, Loss:  2.805
Epoch   1 Batch    7/134 - Train Accuracy:  0.330, Validation Accuracy:  0.367, Loss:  2.942
Epoch   1 Batch    8/134 - Train Accuracy:  0.333, Validation Accuracy:  0.370, Loss:  2.925
Epoch   1 Batch    9/134 - Train Accuracy:  0.369, Validation Accuracy:  0.370, Loss:  2.789
Epoch   1 Batch   10/134 - Train Accuracy:  0.342, Validation Accuracy:  0.369, Loss:  2.907
Epoch   1 Batch   11/134 - Train Accuracy:  0.346, Validation Accuracy:  0.372, Loss:  2.897
Epoch   1 Batch   12/134 - Train Accuracy:  0.371, Validation Accuracy:  0.371, Loss:  2.783
Epoch   1 Batch   13/134 - Train Accuracy:  0.331, Validation Accuracy:  0.370, Loss:  2.930
Epoch   1 Batch   14/134 - Train Accuracy:  0.334, Validation Accuracy:  0.370, Loss:  2.908
Epoch   1 Batch   15/134 - Train Accuracy:  0.337, Validation Accuracy:  0.371, Loss:  2.910
Epoch   1 Batch   16/134 - Train Accuracy:  0.336, Validation Accuracy:  0.367, Loss:  2.874
Epoch   1 Batch   17/134 - Train Accuracy:  0.336, Validation Accuracy:  0.367, Loss:  2.885
Epoch   1 Batch   18/134 - Train Accuracy:  0.336, Validation Accuracy:  0.367, Loss:  2.888
Epoch   1 Batch   19/134 - Train Accuracy:  0.333, Validation Accuracy:  0.366, Loss:  2.875
Epoch   1 Batch   20/134 - Train Accuracy:  0.361, Validation Accuracy:  0.365, Loss:  2.765
Epoch   1 Batch   21/134 - Train Accuracy:  0.338, Validation Accuracy:  0.365, Loss:  2.858
Epoch   1 Batch   22/134 - Train Accuracy:  0.293, Validation Accuracy:  0.361, Loss:  3.004
Epoch   1 Batch   23/134 - Train Accuracy:  0.358, Validation Accuracy:  0.360, Loss:  2.732
Epoch   1 Batch   24/134 - Train Accuracy:  0.297, Validation Accuracy:  0.358, Loss:  2.972
Epoch   1 Batch   25/134 - Train Accuracy:  0.317, Validation Accuracy:  0.353, Loss:  2.866
Epoch   1 Batch   26/134 - Train Accuracy:  0.288, Validation Accuracy:  0.352, Loss:  2.976
Epoch   1 Batch   27/134 - Train Accuracy:  0.320, Validation Accuracy:  0.351, Loss:  2.844
Epoch   1 Batch   28/134 - Train Accuracy:  0.318, Validation Accuracy:  0.349, Loss:  2.848
Epoch   1 Batch   29/134 - Train Accuracy:  0.339, Validation Accuracy:  0.348, Loss:  2.741
Epoch   1 Batch   30/134 - Train Accuracy:  0.344, Validation Accuracy:  0.348, Loss:  2.731
Epoch   1 Batch   31/134 - Train Accuracy:  0.312, Validation Accuracy:  0.348, Loss:  2.835
Epoch   1 Batch   32/134 - Train Accuracy:  0.342, Validation Accuracy:  0.348, Loss:  2.725
Epoch   1 Batch   33/134 - Train Accuracy:  0.315, Validation Accuracy:  0.348, Loss:  2.837
Epoch   1 Batch   34/134 - Train Accuracy:  0.323, Validation Accuracy:  0.351, Loss:  2.823
Epoch   1 Batch   35/134 - Train Accuracy:  0.350, Validation Accuracy:  0.352, Loss:  2.715
Epoch   1 Batch   36/134 - Train Accuracy:  0.320, Validation Accuracy:  0.351, Loss:  2.803
Epoch   1 Batch   37/134 - Train Accuracy:  0.311, Validation Accuracy:  0.352, Loss:  2.836
Epoch   1 Batch   38/134 - Train Accuracy:  0.320, Validation Accuracy:  0.353, Loss:  2.811
Epoch   1 Batch   39/134 - Train Accuracy:  0.322, Validation Accuracy:  0.354, Loss:  2.792
Epoch   1 Batch   40/134 - Train Accuracy:  0.325, Validation Accuracy:  0.354, Loss:  2.791
Epoch   1 Batch   41/134 - Train Accuracy:  0.326, Validation Accuracy:  0.355, Loss:  2.777
Epoch   1 Batch   42/134 - Train Accuracy:  0.314, Validation Accuracy:  0.356, Loss:  2.819
Epoch   1 Batch   43/134 - Train Accuracy:  0.322, Validation Accuracy:  0.357, Loss:  2.810
Epoch   1 Batch   44/134 - Train Accuracy:  0.329, Validation Accuracy:  0.364, Loss:  2.788
Epoch   1 Batch   45/134 - Train Accuracy:  0.332, Validation Accuracy:  0.365, Loss:  2.776
Epoch   1 Batch   46/134 - Train Accuracy:  0.364, Validation Accuracy:  0.367, Loss:  2.673
Epoch   1 Batch   47/134 - Train Accuracy:  0.335, Validation Accuracy:  0.369, Loss:  2.774
Epoch   1 Batch   48/134 - Train Accuracy:  0.342, Validation Accuracy:  0.368, Loss:  2.755
Epoch   1 Batch   49/134 - Train Accuracy:  0.345, Validation Accuracy:  0.372, Loss:  2.742
Epoch   1 Batch   50/134 - Train Accuracy:  0.340, Validation Accuracy:  0.372, Loss:  2.762
Epoch   1 Batch   51/134 - Train Accuracy:  0.339, Validation Accuracy:  0.372, Loss:  2.759
Epoch   1 Batch   52/134 - Train Accuracy:  0.337, Validation Accuracy:  0.373, Loss:  2.771
Epoch   1 Batch   53/134 - Train Accuracy:  0.333, Validation Accuracy:  0.374, Loss:  2.775
Epoch   1 Batch   54/134 - Train Accuracy:  0.339, Validation Accuracy:  0.373, Loss:  2.758
Epoch   1 Batch   55/134 - Train Accuracy:  0.341, Validation Accuracy:  0.376, Loss:  2.756
Epoch   1 Batch   56/134 - Train Accuracy:  0.374, Validation Accuracy:  0.378, Loss:  2.631
Epoch   1 Batch   57/134 - Train Accuracy:  0.344, Validation Accuracy:  0.378, Loss:  2.735
Epoch   1 Batch   58/134 - Train Accuracy:  0.346, Validation Accuracy:  0.377, Loss:  2.718
Epoch   1 Batch   59/134 - Train Accuracy:  0.316, Validation Accuracy:  0.377, Loss:  2.846
Epoch   1 Batch   60/134 - Train Accuracy:  0.346, Validation Accuracy:  0.375, Loss:  2.713
Epoch   1 Batch   61/134 - Train Accuracy:  0.337, Validation Accuracy:  0.376, Loss:  2.732
Epoch   1 Batch   62/134 - Train Accuracy:  0.340, Validation Accuracy:  0.374, Loss:  2.708
Epoch   1 Batch   63/134 - Train Accuracy:  0.348, Validation Accuracy:  0.374, Loss:  2.704
Epoch   1 Batch   64/134 - Train Accuracy:  0.337, Validation Accuracy:  0.374, Loss:  2.736
Epoch   1 Batch   65/134 - Train Accuracy:  0.340, Validation Accuracy:  0.375, Loss:  2.712
Epoch   1 Batch   66/134 - Train Accuracy:  0.339, Validation Accuracy:  0.374, Loss:  2.695
Epoch   1 Batch   67/134 - Train Accuracy:  0.302, Validation Accuracy:  0.376, Loss:  2.858
Epoch   1 Batch   68/134 - Train Accuracy:  0.311, Validation Accuracy:  0.374, Loss:  2.808
Epoch   1 Batch   69/134 - Train Accuracy:  0.342, Validation Accuracy:  0.375, Loss:  2.684
Epoch   1 Batch   70/134 - Train Accuracy:  0.348, Validation Accuracy:  0.375, Loss:  2.662
Epoch   1 Batch   71/134 - Train Accuracy:  0.336, Validation Accuracy:  0.373, Loss:  2.692
Epoch   1 Batch   72/134 - Train Accuracy:  0.338, Validation Accuracy:  0.373, Loss:  2.691
Epoch   1 Batch   73/134 - Train Accuracy:  0.366, Validation Accuracy:  0.374, Loss:  2.593
Epoch   1 Batch   74/134 - Train Accuracy:  0.344, Validation Accuracy:  0.372, Loss:  2.676
Epoch   1 Batch   75/134 - Train Accuracy:  0.369, Validation Accuracy:  0.373, Loss:  2.572
Epoch   1 Batch   76/134 - Train Accuracy:  0.334, Validation Accuracy:  0.376, Loss:  2.695
Epoch   1 Batch   77/134 - Train Accuracy:  0.380, Validation Accuracy:  0.376, Loss:  2.533
Epoch   1 Batch   78/134 - Train Accuracy:  0.340, Validation Accuracy:  0.378, Loss:  2.670
Epoch   1 Batch   79/134 - Train Accuracy:  0.345, Validation Accuracy:  0.377, Loss:  2.667
Epoch   1 Batch   80/134 - Train Accuracy:  0.338, Validation Accuracy:  0.377, Loss:  2.675
Epoch   1 Batch   81/134 - Train Accuracy:  0.342, Validation Accuracy:  0.378, Loss:  2.660
Epoch   1 Batch   82/134 - Train Accuracy:  0.379, Validation Accuracy:  0.379, Loss:  2.528
Epoch   1 Batch   83/134 - Train Accuracy:  0.346, Validation Accuracy:  0.380, Loss:  2.654
Epoch   1 Batch   84/134 - Train Accuracy:  0.345, Validation Accuracy:  0.382, Loss:  2.655
Epoch   1 Batch   85/134 - Train Accuracy:  0.349, Validation Accuracy:  0.382, Loss:  2.638
Epoch   1 Batch   86/134 - Train Accuracy:  0.348, Validation Accuracy:  0.383, Loss:  2.644
Epoch   1 Batch   87/134 - Train Accuracy:  0.349, Validation Accuracy:  0.384, Loss:  2.647
Epoch   1 Batch   88/134 - Train Accuracy:  0.379, Validation Accuracy:  0.385, Loss:  2.530
Epoch   1 Batch   89/134 - Train Accuracy:  0.351, Validation Accuracy:  0.386, Loss:  2.636
Epoch   1 Batch   90/134 - Train Accuracy:  0.361, Validation Accuracy:  0.391, Loss:  2.625
Epoch   1 Batch   91/134 - Train Accuracy:  0.438, Validation Accuracy:  0.394, Loss:  2.326
Epoch   1 Batch   92/134 - Train Accuracy:  0.373, Validation Accuracy:  0.397, Loss:  2.595
Epoch   1 Batch   93/134 - Train Accuracy:  0.379, Validation Accuracy:  0.400, Loss:  2.563
Epoch   1 Batch   94/134 - Train Accuracy:  0.382, Validation Accuracy:  0.409, Loss:  2.594
Epoch   1 Batch   95/134 - Train Accuracy:  0.389, Validation Accuracy:  0.419, Loss:  2.611
Epoch   1 Batch   96/134 - Train Accuracy:  0.390, Validation Accuracy:  0.421, Loss:  2.617
Epoch   1 Batch   97/134 - Train Accuracy:  0.386, Validation Accuracy:  0.421, Loss:  2.629
Epoch   1 Batch   98/134 - Train Accuracy:  0.358, Validation Accuracy:  0.421, Loss:  2.747
Epoch   1 Batch   99/134 - Train Accuracy:  0.385, Validation Accuracy:  0.415, Loss:  2.618
Epoch   1 Batch  100/134 - Train Accuracy:  0.382, Validation Accuracy:  0.414, Loss:  2.614
Epoch   1 Batch  101/134 - Train Accuracy:  0.363, Validation Accuracy:  0.419, Loss:  2.694
Epoch   1 Batch  102/134 - Train Accuracy:  0.393, Validation Accuracy:  0.422, Loss:  2.612
Epoch   1 Batch  103/134 - Train Accuracy:  0.420, Validation Accuracy:  0.425, Loss:  2.497
Epoch   1 Batch  104/134 - Train Accuracy:  0.400, Validation Accuracy:  0.427, Loss:  2.572
Epoch   1 Batch  105/134 - Train Accuracy:  0.399, Validation Accuracy:  0.423, Loss:  2.562
Epoch   1 Batch  106/134 - Train Accuracy:  0.397, Validation Accuracy:  0.424, Loss:  2.564
Epoch   1 Batch  107/134 - Train Accuracy:  0.432, Validation Accuracy:  0.431, Loss:  2.462
Epoch   1 Batch  108/134 - Train Accuracy:  0.372, Validation Accuracy:  0.432, Loss:  2.698
Epoch   1 Batch  109/134 - Train Accuracy:  0.428, Validation Accuracy:  0.428, Loss:  2.457
Epoch   1 Batch  110/134 - Train Accuracy:  0.404, Validation Accuracy:  0.428, Loss:  2.538
Epoch   1 Batch  111/134 - Train Accuracy:  0.402, Validation Accuracy:  0.427, Loss:  2.541
Epoch   1 Batch  112/134 - Train Accuracy:  0.403, Validation Accuracy:  0.428, Loss:  2.548
Epoch   1 Batch  113/134 - Train Accuracy:  0.479, Validation Accuracy:  0.433, Loss:  2.265
Epoch   1 Batch  114/134 - Train Accuracy:  0.403, Validation Accuracy:  0.430, Loss:  2.556
Epoch   1 Batch  115/134 - Train Accuracy:  0.365, Validation Accuracy:  0.428, Loss:  2.684
Epoch   1 Batch  116/134 - Train Accuracy:  0.397, Validation Accuracy:  0.429, Loss:  2.574
Epoch   1 Batch  117/134 - Train Accuracy:  0.403, Validation Accuracy:  0.430, Loss:  2.548
Epoch   1 Batch  118/134 - Train Accuracy:  0.405, Validation Accuracy:  0.431, Loss:  2.536
Epoch   1 Batch  119/134 - Train Accuracy:  0.454, Validation Accuracy:  0.432, Loss:  2.347
Epoch   1 Batch  120/134 - Train Accuracy:  0.405, Validation Accuracy:  0.432, Loss:  2.531
Epoch   1 Batch  121/134 - Train Accuracy:  0.406, Validation Accuracy:  0.430, Loss:  2.516
Epoch   1 Batch  122/134 - Train Accuracy:  0.403, Validation Accuracy:  0.432, Loss:  2.536
Epoch   1 Batch  123/134 - Train Accuracy:  0.407, Validation Accuracy:  0.434, Loss:  2.525
Epoch   1 Batch  124/134 - Train Accuracy:  0.438, Validation Accuracy:  0.435, Loss:  2.410
Epoch   1 Batch  125/134 - Train Accuracy:  0.400, Validation Accuracy:  0.435, Loss:  2.554
Epoch   1 Batch  126/134 - Train Accuracy:  0.406, Validation Accuracy:  0.435, Loss:  2.527
Epoch   1 Batch  127/134 - Train Accuracy:  0.427, Validation Accuracy:  0.434, Loss:  2.450
Epoch   1 Batch  128/134 - Train Accuracy:  0.402, Validation Accuracy:  0.435, Loss:  2.541
Epoch   1 Batch  129/134 - Train Accuracy:  0.411, Validation Accuracy:  0.437, Loss:  2.510
Epoch   1 Batch  130/134 - Train Accuracy:  0.406, Validation Accuracy:  0.442, Loss:  2.544
Epoch   1 Batch  131/134 - Train Accuracy:  0.390, Validation Accuracy:  0.442, Loss:  2.619
Epoch   1 Batch  132/134 - Train Accuracy:  0.413, Validation Accuracy:  0.441, Loss:  2.510
Epoch   2 Batch    0/134 - Train Accuracy:  0.410, Validation Accuracy:  0.445, Loss:  2.534
Epoch   2 Batch    1/134 - Train Accuracy:  0.387, Validation Accuracy:  0.445, Loss:  2.621
Epoch   2 Batch    2/134 - Train Accuracy:  0.424, Validation Accuracy:  0.451, Loss:  2.499
Epoch   2 Batch    3/134 - Train Accuracy:  0.424, Validation Accuracy:  0.451, Loss:  2.491
Epoch   2 Batch    4/134 - Train Accuracy:  0.420, Validation Accuracy:  0.452, Loss:  2.501
Epoch   2 Batch    5/134 - Train Accuracy:  0.426, Validation Accuracy:  0.453, Loss:  2.505
Epoch   2 Batch    6/134 - Train Accuracy:  0.451, Validation Accuracy:  0.453, Loss:  2.380
Epoch   2 Batch    7/134 - Train Accuracy:  0.420, Validation Accuracy:  0.452, Loss:  2.516
Epoch   2 Batch    8/134 - Train Accuracy:  0.426, Validation Accuracy:  0.456, Loss:  2.491
Epoch   2 Batch    9/134 - Train Accuracy:  0.456, Validation Accuracy:  0.454, Loss:  2.379
Epoch   2 Batch   10/134 - Train Accuracy:  0.431, Validation Accuracy:  0.456, Loss:  2.492
Epoch   2 Batch   11/134 - Train Accuracy:  0.435, Validation Accuracy:  0.459, Loss:  2.471
Epoch   2 Batch   12/134 - Train Accuracy:  0.457, Validation Accuracy:  0.456, Loss:  2.368
Epoch   2 Batch   13/134 - Train Accuracy:  0.414, Validation Accuracy:  0.455, Loss:  2.518
Epoch   2 Batch   14/134 - Train Accuracy:  0.425, Validation Accuracy:  0.457, Loss:  2.491
Epoch   2 Batch   15/134 - Train Accuracy:  0.426, Validation Accuracy:  0.454, Loss:  2.472
Epoch   2 Batch   16/134 - Train Accuracy:  0.431, Validation Accuracy:  0.457, Loss:  2.459
Epoch   2 Batch   17/134 - Train Accuracy:  0.435, Validation Accuracy:  0.462, Loss:  2.464
Epoch   2 Batch   18/134 - Train Accuracy:  0.436, Validation Accuracy:  0.463, Loss:  2.478
Epoch   2 Batch   19/134 - Train Accuracy:  0.432, Validation Accuracy:  0.462, Loss:  2.459
Epoch   2 Batch   20/134 - Train Accuracy:  0.458, Validation Accuracy:  0.463, Loss:  2.369
Epoch   2 Batch   21/134 - Train Accuracy:  0.440, Validation Accuracy:  0.462, Loss:  2.429
Epoch   2 Batch   22/134 - Train Accuracy:  0.407, Validation Accuracy:  0.463, Loss:  2.583
Epoch   2 Batch   23/134 - Train Accuracy:  0.466, Validation Accuracy:  0.465, Loss:  2.322
Epoch   2 Batch   24/134 - Train Accuracy:  0.413, Validation Accuracy:  0.465, Loss:  2.543
Epoch   2 Batch   25/134 - Train Accuracy:  0.437, Validation Accuracy:  0.465, Loss:  2.456
Epoch   2 Batch   26/134 - Train Accuracy:  0.415, Validation Accuracy:  0.466, Loss:  2.549
Epoch   2 Batch   27/134 - Train Accuracy:  0.440, Validation Accuracy:  0.468, Loss:  2.435
Epoch   2 Batch   28/134 - Train Accuracy:  0.444, Validation Accuracy:  0.468, Loss:  2.438
Epoch   2 Batch   29/134 - Train Accuracy:  0.459, Validation Accuracy:  0.468, Loss:  2.348
Epoch   2 Batch   30/134 - Train Accuracy:  0.467, Validation Accuracy:  0.469, Loss:  2.337
Epoch   2 Batch   31/134 - Train Accuracy:  0.442, Validation Accuracy:  0.469, Loss:  2.430
Epoch   2 Batch   32/134 - Train Accuracy:  0.463, Validation Accuracy:  0.469, Loss:  2.343
Epoch   2 Batch   33/134 - Train Accuracy:  0.437, Validation Accuracy:  0.468, Loss:  2.443
Epoch   2 Batch   34/134 - Train Accuracy:  0.442, Validation Accuracy:  0.468, Loss:  2.439
Epoch   2 Batch   35/134 - Train Accuracy:  0.464, Validation Accuracy:  0.469, Loss:  2.335
Epoch   2 Batch   36/134 - Train Accuracy:  0.450, Validation Accuracy:  0.470, Loss:  2.402
Epoch   2 Batch   37/134 - Train Accuracy:  0.431, Validation Accuracy:  0.467, Loss:  2.449
Epoch   2 Batch   38/134 - Train Accuracy:  0.444, Validation Accuracy:  0.470, Loss:  2.432
Epoch   2 Batch   39/134 - Train Accuracy:  0.442, Validation Accuracy:  0.468, Loss:  2.402
Epoch   2 Batch   40/134 - Train Accuracy:  0.450, Validation Accuracy:  0.470, Loss:  2.400
Epoch   2 Batch   41/134 - Train Accuracy:  0.445, Validation Accuracy:  0.472, Loss:  2.396
Epoch   2 Batch   42/134 - Train Accuracy:  0.436, Validation Accuracy:  0.470, Loss:  2.431
Epoch   2 Batch   43/134 - Train Accuracy:  0.442, Validation Accuracy:  0.470, Loss:  2.431
Epoch   2 Batch   44/134 - Train Accuracy:  0.441, Validation Accuracy:  0.470, Loss:  2.413
Epoch   2 Batch   45/134 - Train Accuracy:  0.444, Validation Accuracy:  0.470, Loss:  2.404
Epoch   2 Batch   46/134 - Train Accuracy:  0.470, Validation Accuracy:  0.472, Loss:  2.316
Epoch   2 Batch   47/134 - Train Accuracy:  0.445, Validation Accuracy:  0.471, Loss:  2.405
Epoch   2 Batch   48/134 - Train Accuracy:  0.448, Validation Accuracy:  0.471, Loss:  2.383
Epoch   2 Batch   49/134 - Train Accuracy:  0.454, Validation Accuracy:  0.473, Loss:  2.372
Epoch   2 Batch   50/134 - Train Accuracy:  0.446, Validation Accuracy:  0.474, Loss:  2.389
Epoch   2 Batch   51/134 - Train Accuracy:  0.450, Validation Accuracy:  0.475, Loss:  2.383
Epoch   2 Batch   52/134 - Train Accuracy:  0.439, Validation Accuracy:  0.473, Loss:  2.409
Epoch   2 Batch   53/134 - Train Accuracy:  0.437, Validation Accuracy:  0.471, Loss:  2.407
Epoch   2 Batch   54/134 - Train Accuracy:  0.443, Validation Accuracy:  0.473, Loss:  2.395
Epoch   2 Batch   55/134 - Train Accuracy:  0.447, Validation Accuracy:  0.475, Loss:  2.396
Epoch   2 Batch   56/134 - Train Accuracy:  0.473, Validation Accuracy:  0.476, Loss:  2.274
Epoch   2 Batch   57/134 - Train Accuracy:  0.449, Validation Accuracy:  0.472, Loss:  2.381
Epoch   2 Batch   58/134 - Train Accuracy:  0.450, Validation Accuracy:  0.476, Loss:  2.362
Epoch   2 Batch   59/134 - Train Accuracy:  0.429, Validation Accuracy:  0.478, Loss:  2.478
Epoch   2 Batch   60/134 - Train Accuracy:  0.451, Validation Accuracy:  0.477, Loss:  2.357
Epoch   2 Batch   61/134 - Train Accuracy:  0.446, Validation Accuracy:  0.476, Loss:  2.378
Epoch   2 Batch   62/134 - Train Accuracy:  0.450, Validation Accuracy:  0.477, Loss:  2.355
Epoch   2 Batch   63/134 - Train Accuracy:  0.453, Validation Accuracy:  0.477, Loss:  2.355
Epoch   2 Batch   64/134 - Train Accuracy:  0.445, Validation Accuracy:  0.478, Loss:  2.391
Epoch   2 Batch   65/134 - Train Accuracy:  0.444, Validation Accuracy:  0.475, Loss:  2.369
Epoch   2 Batch   66/134 - Train Accuracy:  0.449, Validation Accuracy:  0.478, Loss:  2.354
Epoch   2 Batch   67/134 - Train Accuracy:  0.416, Validation Accuracy:  0.478, Loss:  2.509
Epoch   2 Batch   68/134 - Train Accuracy:  0.429, Validation Accuracy:  0.478, Loss:  2.450
Epoch   2 Batch   69/134 - Train Accuracy:  0.457, Validation Accuracy:  0.480, Loss:  2.342
Epoch   2 Batch   70/134 - Train Accuracy:  0.460, Validation Accuracy:  0.479, Loss:  2.318
Epoch   2 Batch   71/134 - Train Accuracy:  0.455, Validation Accuracy:  0.479, Loss:  2.356
Epoch   2 Batch   72/134 - Train Accuracy:  0.449, Validation Accuracy:  0.480, Loss:  2.350
Epoch   2 Batch   73/134 - Train Accuracy:  0.473, Validation Accuracy:  0.478, Loss:  2.276
Epoch   2 Batch   74/134 - Train Accuracy:  0.454, Validation Accuracy:  0.480, Loss:  2.340
Epoch   2 Batch   75/134 - Train Accuracy:  0.477, Validation Accuracy:  0.481, Loss:  2.247
Epoch   2 Batch   76/134 - Train Accuracy:  0.445, Validation Accuracy:  0.477, Loss:  2.367
Epoch   2 Batch   77/134 - Train Accuracy:  0.485, Validation Accuracy:  0.482, Loss:  2.214
Epoch   2 Batch   78/134 - Train Accuracy:  0.455, Validation Accuracy:  0.481, Loss:  2.343
Epoch   2 Batch   79/134 - Train Accuracy:  0.453, Validation Accuracy:  0.480, Loss:  2.340
Epoch   2 Batch   80/134 - Train Accuracy:  0.455, Validation Accuracy:  0.483, Loss:  2.351
Epoch   2 Batch   81/134 - Train Accuracy:  0.458, Validation Accuracy:  0.482, Loss:  2.340
Epoch   2 Batch   82/134 - Train Accuracy:  0.479, Validation Accuracy:  0.480, Loss:  2.212
Epoch   2 Batch   83/134 - Train Accuracy:  0.454, Validation Accuracy:  0.482, Loss:  2.333
Epoch   2 Batch   84/134 - Train Accuracy:  0.449, Validation Accuracy:  0.480, Loss:  2.333
Epoch   2 Batch   85/134 - Train Accuracy:  0.455, Validation Accuracy:  0.482, Loss:  2.319
Epoch   2 Batch   86/134 - Train Accuracy:  0.454, Validation Accuracy:  0.483, Loss:  2.326
Epoch   2 Batch   87/134 - Train Accuracy:  0.453, Validation Accuracy:  0.481, Loss:  2.332
Epoch   2 Batch   88/134 - Train Accuracy:  0.481, Validation Accuracy:  0.485, Loss:  2.224
Epoch   2 Batch   89/134 - Train Accuracy:  0.458, Validation Accuracy:  0.484, Loss:  2.318
Epoch   2 Batch   90/134 - Train Accuracy:  0.455, Validation Accuracy:  0.482, Loss:  2.311
Epoch   2 Batch   91/134 - Train Accuracy:  0.527, Validation Accuracy:  0.487, Loss:  2.042
Epoch   2 Batch   92/134 - Train Accuracy:  0.463, Validation Accuracy:  0.487, Loss:  2.286
Epoch   2 Batch   93/134 - Train Accuracy:  0.470, Validation Accuracy:  0.485, Loss:  2.246
Epoch   2 Batch   94/134 - Train Accuracy:  0.463, Validation Accuracy:  0.484, Loss:  2.284
Epoch   2 Batch   95/134 - Train Accuracy:  0.459, Validation Accuracy:  0.483, Loss:  2.305
Epoch   2 Batch   96/134 - Train Accuracy:  0.459, Validation Accuracy:  0.483, Loss:  2.309
Epoch   2 Batch   97/134 - Train Accuracy:  0.451, Validation Accuracy:  0.482, Loss:  2.319
Epoch   2 Batch   98/134 - Train Accuracy:  0.423, Validation Accuracy:  0.481, Loss:  2.431
Epoch   2 Batch   99/134 - Train Accuracy:  0.459, Validation Accuracy:  0.486, Loss:  2.312
Epoch   2 Batch  100/134 - Train Accuracy:  0.461, Validation Accuracy:  0.489, Loss:  2.313
Epoch   2 Batch  101/134 - Train Accuracy:  0.441, Validation Accuracy:  0.487, Loss:  2.378
Epoch   2 Batch  102/134 - Train Accuracy:  0.460, Validation Accuracy:  0.491, Loss:  2.311
Epoch   2 Batch  103/134 - Train Accuracy:  0.489, Validation Accuracy:  0.493, Loss:  2.207
Epoch   2 Batch  104/134 - Train Accuracy:  0.461, Validation Accuracy:  0.485, Loss:  2.270
Epoch   2 Batch  105/134 - Train Accuracy:  0.474, Validation Accuracy:  0.493, Loss:  2.260
Epoch   2 Batch  106/134 - Train Accuracy:  0.470, Validation Accuracy:  0.492, Loss:  2.266
Epoch   2 Batch  107/134 - Train Accuracy:  0.488, Validation Accuracy:  0.487, Loss:  2.171
Epoch   2 Batch  108/134 - Train Accuracy:  0.440, Validation Accuracy:  0.493, Loss:  2.389
Epoch   2 Batch  109/134 - Train Accuracy:  0.493, Validation Accuracy:  0.494, Loss:  2.171
Epoch   2 Batch  110/134 - Train Accuracy:  0.472, Validation Accuracy:  0.491, Loss:  2.240
Epoch   2 Batch  111/134 - Train Accuracy:  0.472, Validation Accuracy:  0.496, Loss:  2.244
Epoch   2 Batch  112/134 - Train Accuracy:  0.470, Validation Accuracy:  0.493, Loss:  2.252
Epoch   2 Batch  113/134 - Train Accuracy:  0.533, Validation Accuracy:  0.491, Loss:  1.996
Epoch   2 Batch  114/134 - Train Accuracy:  0.464, Validation Accuracy:  0.491, Loss:  2.266
Epoch   2 Batch  115/134 - Train Accuracy:  0.436, Validation Accuracy:  0.492, Loss:  2.385
Epoch   2 Batch  116/134 - Train Accuracy:  0.470, Validation Accuracy:  0.496, Loss:  2.281
Epoch   2 Batch  117/134 - Train Accuracy:  0.464, Validation Accuracy:  0.493, Loss:  2.254
Epoch   2 Batch  118/134 - Train Accuracy:  0.466, Validation Accuracy:  0.490, Loss:  2.247
Epoch   2 Batch  119/134 - Train Accuracy:  0.513, Validation Accuracy:  0.497, Loss:  2.078
Epoch   2 Batch  120/134 - Train Accuracy:  0.467, Validation Accuracy:  0.494, Loss:  2.234
Epoch   2 Batch  121/134 - Train Accuracy:  0.472, Validation Accuracy:  0.490, Loss:  2.231
Epoch   2 Batch  122/134 - Train Accuracy:  0.471, Validation Accuracy:  0.499, Loss:  2.250
Epoch   2 Batch  123/134 - Train Accuracy:  0.475, Validation Accuracy:  0.498, Loss:  2.235
Epoch   2 Batch  124/134 - Train Accuracy:  0.497, Validation Accuracy:  0.495, Loss:  2.133
Epoch   2 Batch  125/134 - Train Accuracy:  0.467, Validation Accuracy:  0.497, Loss:  2.267
Epoch   2 Batch  126/134 - Train Accuracy:  0.470, Validation Accuracy:  0.496, Loss:  2.241
Epoch   2 Batch  127/134 - Train Accuracy:  0.489, Validation Accuracy:  0.498, Loss:  2.173
Epoch   2 Batch  128/134 - Train Accuracy:  0.462, Validation Accuracy:  0.497, Loss:  2.254
Epoch   2 Batch  129/134 - Train Accuracy:  0.473, Validation Accuracy:  0.494, Loss:  2.226
Epoch   2 Batch  130/134 - Train Accuracy:  0.465, Validation Accuracy:  0.499, Loss:  2.261
Epoch   2 Batch  131/134 - Train Accuracy:  0.452, Validation Accuracy:  0.499, Loss:  2.324
Epoch   2 Batch  132/134 - Train Accuracy:  0.472, Validation Accuracy:  0.496, Loss:  2.222
Epoch   3 Batch    0/134 - Train Accuracy:  0.462, Validation Accuracy:  0.496, Loss:  2.254
Epoch   3 Batch    1/134 - Train Accuracy:  0.446, Validation Accuracy:  0.497, Loss:  2.324
Epoch   3 Batch    2/134 - Train Accuracy:  0.475, Validation Accuracy:  0.499, Loss:  2.208
Epoch   3 Batch    3/134 - Train Accuracy:  0.475, Validation Accuracy:  0.497, Loss:  2.206
Epoch   3 Batch    4/134 - Train Accuracy:  0.472, Validation Accuracy:  0.498, Loss:  2.219
Epoch   3 Batch    5/134 - Train Accuracy:  0.473, Validation Accuracy:  0.499, Loss:  2.222
Epoch   3 Batch    6/134 - Train Accuracy:  0.496, Validation Accuracy:  0.498, Loss:  2.105
Epoch   3 Batch    7/134 - Train Accuracy:  0.465, Validation Accuracy:  0.496, Loss:  2.236
Epoch   3 Batch    8/134 - Train Accuracy:  0.467, Validation Accuracy:  0.499, Loss:  2.206
Epoch   3 Batch    9/134 - Train Accuracy:  0.503, Validation Accuracy:  0.498, Loss:  2.108
Epoch   3 Batch   10/134 - Train Accuracy:  0.477, Validation Accuracy:  0.497, Loss:  2.215
Epoch   3 Batch   11/134 - Train Accuracy:  0.478, Validation Accuracy:  0.498, Loss:  2.192
Epoch   3 Batch   12/134 - Train Accuracy:  0.501, Validation Accuracy:  0.499, Loss:  2.099
Epoch   3 Batch   13/134 - Train Accuracy:  0.461, Validation Accuracy:  0.499, Loss:  2.238
Epoch   3 Batch   14/134 - Train Accuracy:  0.468, Validation Accuracy:  0.498, Loss:  2.215
Epoch   3 Batch   15/134 - Train Accuracy:  0.469, Validation Accuracy:  0.500, Loss:  2.194
Epoch   3 Batch   16/134 - Train Accuracy:  0.477, Validation Accuracy:  0.500, Loss:  2.182
Epoch   3 Batch   17/134 - Train Accuracy:  0.476, Validation Accuracy:  0.503, Loss:  2.190
Epoch   3 Batch   18/134 - Train Accuracy:  0.473, Validation Accuracy:  0.500, Loss:  2.210
Epoch   3 Batch   19/134 - Train Accuracy:  0.474, Validation Accuracy:  0.500, Loss:  2.182
Epoch   3 Batch   20/134 - Train Accuracy:  0.495, Validation Accuracy:  0.500, Loss:  2.102
Epoch   3 Batch   21/134 - Train Accuracy:  0.477, Validation Accuracy:  0.498, Loss:  2.153
Epoch   3 Batch   22/134 - Train Accuracy:  0.452, Validation Accuracy:  0.501, Loss:  2.298
Epoch   3 Batch   23/134 - Train Accuracy:  0.502, Validation Accuracy:  0.501, Loss:  2.057
Epoch   3 Batch   24/134 - Train Accuracy:  0.454, Validation Accuracy:  0.501, Loss:  2.258
Epoch   3 Batch   25/134 - Train Accuracy:  0.473, Validation Accuracy:  0.504, Loss:  2.185
Epoch   3 Batch   26/134 - Train Accuracy:  0.453, Validation Accuracy:  0.502, Loss:  2.274
Epoch   3 Batch   27/134 - Train Accuracy:  0.480, Validation Accuracy:  0.502, Loss:  2.165
Epoch   3 Batch   28/134 - Train Accuracy:  0.479, Validation Accuracy:  0.503, Loss:  2.167
Epoch   3 Batch   29/134 - Train Accuracy:  0.492, Validation Accuracy:  0.501, Loss:  2.088
Epoch   3 Batch   30/134 - Train Accuracy:  0.498, Validation Accuracy:  0.502, Loss:  2.078
Epoch   3 Batch   31/134 - Train Accuracy:  0.474, Validation Accuracy:  0.502, Loss:  2.161
Epoch   3 Batch   32/134 - Train Accuracy:  0.494, Validation Accuracy:  0.501, Loss:  2.088
Epoch   3 Batch   33/134 - Train Accuracy:  0.471, Validation Accuracy:  0.504, Loss:  2.174
Epoch   3 Batch   34/134 - Train Accuracy:  0.480, Validation Accuracy:  0.500, Loss:  2.172
Epoch   3 Batch   35/134 - Train Accuracy:  0.499, Validation Accuracy:  0.503, Loss:  2.079
Epoch   3 Batch   36/134 - Train Accuracy:  0.481, Validation Accuracy:  0.502, Loss:  2.141
Epoch   3 Batch   37/134 - Train Accuracy:  0.466, Validation Accuracy:  0.502, Loss:  2.180
Epoch   3 Batch   38/134 - Train Accuracy:  0.481, Validation Accuracy:  0.504, Loss:  2.166
Epoch   3 Batch   39/134 - Train Accuracy:  0.477, Validation Accuracy:  0.501, Loss:  2.130
Epoch   3 Batch   40/134 - Train Accuracy:  0.485, Validation Accuracy:  0.505, Loss:  2.138
Epoch   3 Batch   41/134 - Train Accuracy:  0.480, Validation Accuracy:  0.502, Loss:  2.129
Epoch   3 Batch   42/134 - Train Accuracy:  0.471, Validation Accuracy:  0.506, Loss:  2.169
Epoch   3 Batch   43/134 - Train Accuracy:  0.476, Validation Accuracy:  0.505, Loss:  2.167
Epoch   3 Batch   44/134 - Train Accuracy:  0.478, Validation Accuracy:  0.505, Loss:  2.144
Epoch   3 Batch   45/134 - Train Accuracy:  0.482, Validation Accuracy:  0.506, Loss:  2.135
Epoch   3 Batch   46/134 - Train Accuracy:  0.496, Validation Accuracy:  0.504, Loss:  2.061
Epoch   3 Batch   47/134 - Train Accuracy:  0.483, Validation Accuracy:  0.507, Loss:  2.134
Epoch   3 Batch   48/134 - Train Accuracy:  0.486, Validation Accuracy:  0.505, Loss:  2.116
Epoch   3 Batch   49/134 - Train Accuracy:  0.491, Validation Accuracy:  0.507, Loss:  2.112
Epoch   3 Batch   50/134 - Train Accuracy:  0.480, Validation Accuracy:  0.506, Loss:  2.124
Epoch   3 Batch   51/134 - Train Accuracy:  0.477, Validation Accuracy:  0.506, Loss:  2.123
Epoch   3 Batch   52/134 - Train Accuracy:  0.472, Validation Accuracy:  0.505, Loss:  2.146
Epoch   3 Batch   53/134 - Train Accuracy:  0.474, Validation Accuracy:  0.506, Loss:  2.143
Epoch   3 Batch   54/134 - Train Accuracy:  0.471, Validation Accuracy:  0.505, Loss:  2.127
Epoch   3 Batch   55/134 - Train Accuracy:  0.477, Validation Accuracy:  0.507, Loss:  2.133
Epoch   3 Batch   56/134 - Train Accuracy:  0.502, Validation Accuracy:  0.508, Loss:  2.024
Epoch   3 Batch   57/134 - Train Accuracy:  0.482, Validation Accuracy:  0.504, Loss:  2.118
Epoch   3 Batch   58/134 - Train Accuracy:  0.485, Validation Accuracy:  0.506, Loss:  2.101
Epoch   3 Batch   59/134 - Train Accuracy:  0.452, Validation Accuracy:  0.502, Loss:  2.220
Epoch   3 Batch   60/134 - Train Accuracy:  0.477, Validation Accuracy:  0.501, Loss:  2.116
Epoch   3 Batch   61/134 - Train Accuracy:  0.473, Validation Accuracy:  0.504, Loss:  2.138
Epoch   3 Batch   62/134 - Train Accuracy:  0.481, Validation Accuracy:  0.505, Loss:  2.097
Epoch   3 Batch   63/134 - Train Accuracy:  0.487, Validation Accuracy:  0.507, Loss:  2.098
Epoch   3 Batch   64/134 - Train Accuracy:  0.472, Validation Accuracy:  0.504, Loss:  2.140
Epoch   3 Batch   65/134 - Train Accuracy:  0.483, Validation Accuracy:  0.508, Loss:  2.113
Epoch   3 Batch   66/134 - Train Accuracy:  0.477, Validation Accuracy:  0.507, Loss:  2.095
Epoch   3 Batch   67/134 - Train Accuracy:  0.445, Validation Accuracy:  0.503, Loss:  2.243
Epoch   3 Batch   68/134 - Train Accuracy:  0.462, Validation Accuracy:  0.506, Loss:  2.190
Epoch   3 Batch   69/134 - Train Accuracy:  0.488, Validation Accuracy:  0.507, Loss:  2.094
Epoch   3 Batch   70/134 - Train Accuracy:  0.490, Validation Accuracy:  0.505, Loss:  2.066
Epoch   3 Batch   71/134 - Train Accuracy:  0.483, Validation Accuracy:  0.507, Loss:  2.108
Epoch   3 Batch   72/134 - Train Accuracy:  0.478, Validation Accuracy:  0.508, Loss:  2.101
Epoch   3 Batch   73/134 - Train Accuracy:  0.499, Validation Accuracy:  0.506, Loss:  2.032
Epoch   3 Batch   74/134 - Train Accuracy:  0.482, Validation Accuracy:  0.507, Loss:  2.088
Epoch   3 Batch   75/134 - Train Accuracy:  0.508, Validation Accuracy:  0.509, Loss:  2.005
Epoch   3 Batch   76/134 - Train Accuracy:  0.477, Validation Accuracy:  0.506, Loss:  2.112
Epoch   3 Batch   77/134 - Train Accuracy:  0.515, Validation Accuracy:  0.509, Loss:  1.973
Epoch   3 Batch   78/134 - Train Accuracy:  0.482, Validation Accuracy:  0.509, Loss:  2.097
Epoch   3 Batch   79/134 - Train Accuracy:  0.482, Validation Accuracy:  0.507, Loss:  2.096
Epoch   3 Batch   80/134 - Train Accuracy:  0.479, Validation Accuracy:  0.509, Loss:  2.101
Epoch   3 Batch   81/134 - Train Accuracy:  0.484, Validation Accuracy:  0.509, Loss:  2.092
Epoch   3 Batch   82/134 - Train Accuracy:  0.505, Validation Accuracy:  0.508, Loss:  1.972
Epoch   3 Batch   83/134 - Train Accuracy:  0.484, Validation Accuracy:  0.509, Loss:  2.086
Epoch   3 Batch   84/134 - Train Accuracy:  0.477, Validation Accuracy:  0.508, Loss:  2.086
Epoch   3 Batch   85/134 - Train Accuracy:  0.485, Validation Accuracy:  0.509, Loss:  2.068
Epoch   3 Batch   86/134 - Train Accuracy:  0.480, Validation Accuracy:  0.508, Loss:  2.080
Epoch   3 Batch   87/134 - Train Accuracy:  0.482, Validation Accuracy:  0.509, Loss:  2.092
Epoch   3 Batch   88/134 - Train Accuracy:  0.503, Validation Accuracy:  0.509, Loss:  1.992
Epoch   3 Batch   89/134 - Train Accuracy:  0.483, Validation Accuracy:  0.509, Loss:  2.070
Epoch   3 Batch   90/134 - Train Accuracy:  0.482, Validation Accuracy:  0.508, Loss:  2.071
Epoch   3 Batch   91/134 - Train Accuracy:  0.550, Validation Accuracy:  0.510, Loss:  1.821
Epoch   3 Batch   92/134 - Train Accuracy:  0.490, Validation Accuracy:  0.509, Loss:  2.042
Epoch   3 Batch   93/134 - Train Accuracy:  0.491, Validation Accuracy:  0.508, Loss:  2.009
Epoch   3 Batch   94/134 - Train Accuracy:  0.489, Validation Accuracy:  0.510, Loss:  2.047
Epoch   3 Batch   95/134 - Train Accuracy:  0.482, Validation Accuracy:  0.508, Loss:  2.066
Epoch   3 Batch   96/134 - Train Accuracy:  0.482, Validation Accuracy:  0.506, Loss:  2.071
Epoch   3 Batch   97/134 - Train Accuracy:  0.475, Validation Accuracy:  0.508, Loss:  2.081
Epoch   3 Batch   98/134 - Train Accuracy:  0.456, Validation Accuracy:  0.510, Loss:  2.176
Epoch   3 Batch   99/134 - Train Accuracy:  0.483, Validation Accuracy:  0.509, Loss:  2.063
Epoch   3 Batch  100/134 - Train Accuracy:  0.480, Validation Accuracy:  0.510, Loss:  2.073
Epoch   3 Batch  101/134 - Train Accuracy:  0.465, Validation Accuracy:  0.510, Loss:  2.128
Epoch   3 Batch  102/134 - Train Accuracy:  0.477, Validation Accuracy:  0.509, Loss:  2.069
Epoch   3 Batch  103/134 - Train Accuracy:  0.504, Validation Accuracy:  0.510, Loss:  1.976
Epoch   3 Batch  104/134 - Train Accuracy:  0.484, Validation Accuracy:  0.510, Loss:  2.035
Epoch   3 Batch  105/134 - Train Accuracy:  0.491, Validation Accuracy:  0.509, Loss:  2.017
Epoch   3 Batch  106/134 - Train Accuracy:  0.490, Validation Accuracy:  0.509, Loss:  2.026
Epoch   3 Batch  107/134 - Train Accuracy:  0.508, Validation Accuracy:  0.509, Loss:  1.947
Epoch   3 Batch  108/134 - Train Accuracy:  0.459, Validation Accuracy:  0.509, Loss:  2.138
Epoch   3 Batch  109/134 - Train Accuracy:  0.508, Validation Accuracy:  0.510, Loss:  1.942
Epoch   3 Batch  110/134 - Train Accuracy:  0.491, Validation Accuracy:  0.509, Loss:  2.006
Epoch   3 Batch  111/134 - Train Accuracy:  0.488, Validation Accuracy:  0.508, Loss:  2.006
Epoch   3 Batch  112/134 - Train Accuracy:  0.482, Validation Accuracy:  0.507, Loss:  2.016
Epoch   3 Batch  113/134 - Train Accuracy:  0.549, Validation Accuracy:  0.509, Loss:  1.787
Epoch   3 Batch  114/134 - Train Accuracy:  0.482, Validation Accuracy:  0.511, Loss:  2.029
Epoch   3 Batch  115/134 - Train Accuracy:  0.456, Validation Accuracy:  0.510, Loss:  2.132
Epoch   3 Batch  116/134 - Train Accuracy:  0.482, Validation Accuracy:  0.509, Loss:  2.042
Epoch   3 Batch  117/134 - Train Accuracy:  0.482, Validation Accuracy:  0.509, Loss:  2.022
Epoch   3 Batch  118/134 - Train Accuracy:  0.488, Validation Accuracy:  0.509, Loss:  2.012
Epoch   3 Batch  119/134 - Train Accuracy:  0.527, Validation Accuracy:  0.510, Loss:  1.861
Epoch   3 Batch  120/134 - Train Accuracy:  0.487, Validation Accuracy:  0.511, Loss:  2.003
Epoch   3 Batch  121/134 - Train Accuracy:  0.492, Validation Accuracy:  0.510, Loss:  1.994
Epoch   3 Batch  122/134 - Train Accuracy:  0.486, Validation Accuracy:  0.510, Loss:  2.013
Epoch   3 Batch  123/134 - Train Accuracy:  0.485, Validation Accuracy:  0.509, Loss:  2.001
Epoch   3 Batch  124/134 - Train Accuracy:  0.512, Validation Accuracy:  0.509, Loss:  1.912
Epoch   3 Batch  125/134 - Train Accuracy:  0.483, Validation Accuracy:  0.510, Loss:  2.029
Epoch   3 Batch  126/134 - Train Accuracy:  0.484, Validation Accuracy:  0.511, Loss:  2.007
Epoch   3 Batch  127/134 - Train Accuracy:  0.499, Validation Accuracy:  0.509, Loss:  1.953
Epoch   3 Batch  128/134 - Train Accuracy:  0.471, Validation Accuracy:  0.508, Loss:  2.029
Epoch   3 Batch  129/134 - Train Accuracy:  0.490, Validation Accuracy:  0.508, Loss:  1.996
Epoch   3 Batch  130/134 - Train Accuracy:  0.478, Validation Accuracy:  0.508, Loss:  2.028
Epoch   3 Batch  131/134 - Train Accuracy:  0.462, Validation Accuracy:  0.505, Loss:  2.096
Epoch   3 Batch  132/134 - Train Accuracy:  0.486, Validation Accuracy:  0.510, Loss:  2.005
Epoch   4 Batch    0/134 - Train Accuracy:  0.475, Validation Accuracy:  0.511, Loss:  2.031
Epoch   4 Batch    1/134 - Train Accuracy:  0.460, Validation Accuracy:  0.508, Loss:  2.080
Epoch   4 Batch    2/134 - Train Accuracy:  0.480, Validation Accuracy:  0.505, Loss:  1.982
Epoch   4 Batch    3/134 - Train Accuracy:  0.486, Validation Accuracy:  0.508, Loss:  1.992
Epoch   4 Batch    4/134 - Train Accuracy:  0.483, Validation Accuracy:  0.508, Loss:  1.992
Epoch   4 Batch    5/134 - Train Accuracy:  0.483, Validation Accuracy:  0.509, Loss:  1.995
Epoch   4 Batch    6/134 - Train Accuracy:  0.509, Validation Accuracy:  0.509, Loss:  1.891
Epoch   4 Batch    7/134 - Train Accuracy:  0.477, Validation Accuracy:  0.509, Loss:  2.008
Epoch   4 Batch    8/134 - Train Accuracy:  0.477, Validation Accuracy:  0.508, Loss:  1.978
Epoch   4 Batch    9/134 - Train Accuracy:  0.514, Validation Accuracy:  0.507, Loss:  1.896
Epoch   4 Batch   10/134 - Train Accuracy:  0.486, Validation Accuracy:  0.507, Loss:  1.994
Epoch   4 Batch   11/134 - Train Accuracy:  0.489, Validation Accuracy:  0.509, Loss:  1.968
Epoch   4 Batch   12/134 - Train Accuracy:  0.512, Validation Accuracy:  0.510, Loss:  1.884
Epoch   4 Batch   13/134 - Train Accuracy:  0.471, Validation Accuracy:  0.509, Loss:  2.011
Epoch   4 Batch   14/134 - Train Accuracy:  0.485, Validation Accuracy:  0.511, Loss:  1.992
Epoch   4 Batch   15/134 - Train Accuracy:  0.480, Validation Accuracy:  0.511, Loss:  1.975
Epoch   4 Batch   16/134 - Train Accuracy:  0.484, Validation Accuracy:  0.507, Loss:  1.960
Epoch   4 Batch   17/134 - Train Accuracy:  0.488, Validation Accuracy:  0.511, Loss:  1.970
Epoch   4 Batch   18/134 - Train Accuracy:  0.483, Validation Accuracy:  0.511, Loss:  1.993
Epoch   4 Batch   19/134 - Train Accuracy:  0.484, Validation Accuracy:  0.509, Loss:  1.959
Epoch   4 Batch   20/134 - Train Accuracy:  0.506, Validation Accuracy:  0.512, Loss:  1.892
Epoch   4 Batch   21/134 - Train Accuracy:  0.492, Validation Accuracy:  0.511, Loss:  1.938
Epoch   4 Batch   22/134 - Train Accuracy:  0.461, Validation Accuracy:  0.509, Loss:  2.067
Epoch   4 Batch   23/134 - Train Accuracy:  0.514, Validation Accuracy:  0.512, Loss:  1.848
Epoch   4 Batch   24/134 - Train Accuracy:  0.464, Validation Accuracy:  0.511, Loss:  2.033
Epoch   4 Batch   25/134 - Train Accuracy:  0.483, Validation Accuracy:  0.512, Loss:  1.967
Epoch   4 Batch   26/134 - Train Accuracy:  0.466, Validation Accuracy:  0.512, Loss:  2.049
Epoch   4 Batch   27/134 - Train Accuracy:  0.487, Validation Accuracy:  0.511, Loss:  1.951
Epoch   4 Batch   28/134 - Train Accuracy:  0.491, Validation Accuracy:  0.513, Loss:  1.954
Epoch   4 Batch   29/134 - Train Accuracy:  0.505, Validation Accuracy:  0.513, Loss:  1.879
Epoch   4 Batch   30/134 - Train Accuracy:  0.507, Validation Accuracy:  0.511, Loss:  1.872
Epoch   4 Batch   31/134 - Train Accuracy:  0.480, Validation Accuracy:  0.513, Loss:  1.950
Epoch   4 Batch   32/134 - Train Accuracy:  0.502, Validation Accuracy:  0.512, Loss:  1.884
Epoch   4 Batch   33/134 - Train Accuracy:  0.478, Validation Accuracy:  0.513, Loss:  1.961
Epoch   4 Batch   34/134 - Train Accuracy:  0.492, Validation Accuracy:  0.513, Loss:  1.956
Epoch   4 Batch   35/134 - Train Accuracy:  0.507, Validation Accuracy:  0.512, Loss:  1.869
Epoch   4 Batch   36/134 - Train Accuracy:  0.490, Validation Accuracy:  0.512, Loss:  1.933
Epoch   4 Batch   37/134 - Train Accuracy:  0.478, Validation Accuracy:  0.513, Loss:  1.965
Epoch   4 Batch   38/134 - Train Accuracy:  0.487, Validation Accuracy:  0.513, Loss:  1.953
Epoch   4 Batch   39/134 - Train Accuracy:  0.493, Validation Accuracy:  0.513, Loss:  1.916
Epoch   4 Batch   40/134 - Train Accuracy:  0.492, Validation Accuracy:  0.513, Loss:  1.926
Epoch   4 Batch   41/134 - Train Accuracy:  0.493, Validation Accuracy:  0.514, Loss:  1.913
Epoch   4 Batch   42/134 - Train Accuracy:  0.480, Validation Accuracy:  0.515, Loss:  1.956
Epoch   4 Batch   43/134 - Train Accuracy:  0.482, Validation Accuracy:  0.514, Loss:  1.956
Epoch   4 Batch   44/134 - Train Accuracy:  0.483, Validation Accuracy:  0.511, Loss:  1.932
Epoch   4 Batch   45/134 - Train Accuracy:  0.485, Validation Accuracy:  0.512, Loss:  1.924
Epoch   4 Batch   46/134 - Train Accuracy:  0.509, Validation Accuracy:  0.514, Loss:  1.858
Epoch   4 Batch   47/134 - Train Accuracy:  0.488, Validation Accuracy:  0.514, Loss:  1.921
Epoch   4 Batch   48/134 - Train Accuracy:  0.490, Validation Accuracy:  0.511, Loss:  1.906
Epoch   4 Batch   49/134 - Train Accuracy:  0.494, Validation Accuracy:  0.512, Loss:  1.908
Epoch   4 Batch   50/134 - Train Accuracy:  0.485, Validation Accuracy:  0.512, Loss:  1.915
Epoch   4 Batch   51/134 - Train Accuracy:  0.484, Validation Accuracy:  0.513, Loss:  1.918
Epoch   4 Batch   52/134 - Train Accuracy:  0.480, Validation Accuracy:  0.511, Loss:  1.934
Epoch   4 Batch   53/134 - Train Accuracy:  0.479, Validation Accuracy:  0.513, Loss:  1.934
Epoch   4 Batch   54/134 - Train Accuracy:  0.477, Validation Accuracy:  0.513, Loss:  1.921
Epoch   4 Batch   55/134 - Train Accuracy:  0.483, Validation Accuracy:  0.511, Loss:  1.925
Epoch   4 Batch   56/134 - Train Accuracy:  0.504, Validation Accuracy:  0.512, Loss:  1.829
Epoch   4 Batch   57/134 - Train Accuracy:  0.485, Validation Accuracy:  0.509, Loss:  1.912
Epoch   4 Batch   58/134 - Train Accuracy:  0.493, Validation Accuracy:  0.513, Loss:  1.897
Epoch   4 Batch   59/134 - Train Accuracy:  0.469, Validation Accuracy:  0.515, Loss:  2.000
Epoch   4 Batch   60/134 - Train Accuracy:  0.488, Validation Accuracy:  0.515, Loss:  1.897
Epoch   4 Batch   61/134 - Train Accuracy:  0.481, Validation Accuracy:  0.512, Loss:  1.908
Epoch   4 Batch   62/134 - Train Accuracy:  0.487, Validation Accuracy:  0.513, Loss:  1.878
Epoch   4 Batch   63/134 - Train Accuracy:  0.493, Validation Accuracy:  0.514, Loss:  1.891
Epoch   4 Batch   64/134 - Train Accuracy:  0.482, Validation Accuracy:  0.515, Loss:  1.929
Epoch   4 Batch   65/134 - Train Accuracy:  0.489, Validation Accuracy:  0.514, Loss:  1.897
Epoch   4 Batch   66/134 - Train Accuracy:  0.486, Validation Accuracy:  0.516, Loss:  1.888
Epoch   4 Batch   67/134 - Train Accuracy:  0.453, Validation Accuracy:  0.513, Loss:  2.026
Epoch   4 Batch   68/134 - Train Accuracy:  0.463, Validation Accuracy:  0.512, Loss:  1.974
Epoch   4 Batch   69/134 - Train Accuracy:  0.487, Validation Accuracy:  0.509, Loss:  1.892
Epoch   4 Batch   70/134 - Train Accuracy:  0.497, Validation Accuracy:  0.514, Loss:  1.868
Epoch   4 Batch   71/134 - Train Accuracy:  0.489, Validation Accuracy:  0.515, Loss:  1.902
Epoch   4 Batch   72/134 - Train Accuracy:  0.481, Validation Accuracy:  0.513, Loss:  1.891
Epoch   4 Batch   73/134 - Train Accuracy:  0.505, Validation Accuracy:  0.512, Loss:  1.833
Epoch   4 Batch   74/134 - Train Accuracy:  0.488, Validation Accuracy:  0.514, Loss:  1.880
Epoch   4 Batch   75/134 - Train Accuracy:  0.517, Validation Accuracy:  0.517, Loss:  1.803
Epoch   4 Batch   76/134 - Train Accuracy:  0.490, Validation Accuracy:  0.519, Loss:  1.901
Epoch   4 Batch   77/134 - Train Accuracy:  0.529, Validation Accuracy:  0.519, Loss:  1.769
Epoch   4 Batch   78/134 - Train Accuracy:  0.492, Validation Accuracy:  0.518, Loss:  1.885
Epoch   4 Batch   79/134 - Train Accuracy:  0.494, Validation Accuracy:  0.520, Loss:  1.891
Epoch   4 Batch   80/134 - Train Accuracy:  0.489, Validation Accuracy:  0.517, Loss:  1.891
Epoch   4 Batch   81/134 - Train Accuracy:  0.495, Validation Accuracy:  0.517, Loss:  1.881
Epoch   4 Batch   82/134 - Train Accuracy:  0.516, Validation Accuracy:  0.517, Loss:  1.772
Epoch   4 Batch   83/134 - Train Accuracy:  0.492, Validation Accuracy:  0.519, Loss:  1.877
Epoch   4 Batch   84/134 - Train Accuracy:  0.488, Validation Accuracy:  0.518, Loss:  1.871
Epoch   4 Batch   85/134 - Train Accuracy:  0.495, Validation Accuracy:  0.518, Loss:  1.858
Epoch   4 Batch   86/134 - Train Accuracy:  0.489, Validation Accuracy:  0.515, Loss:  1.875
Epoch   4 Batch   87/134 - Train Accuracy:  0.494, Validation Accuracy:  0.519, Loss:  1.881
Epoch   4 Batch   88/134 - Train Accuracy:  0.516, Validation Accuracy:  0.518, Loss:  1.797
Epoch   4 Batch   89/134 - Train Accuracy:  0.493, Validation Accuracy:  0.517, Loss:  1.856
Epoch   4 Batch   90/134 - Train Accuracy:  0.492, Validation Accuracy:  0.519, Loss:  1.856
Epoch   4 Batch   91/134 - Train Accuracy:  0.554, Validation Accuracy:  0.513, Loss:  1.633
Epoch   4 Batch   92/134 - Train Accuracy:  0.496, Validation Accuracy:  0.520, Loss:  1.841
Epoch   4 Batch   93/134 - Train Accuracy:  0.504, Validation Accuracy:  0.519, Loss:  1.801
Epoch   4 Batch   94/134 - Train Accuracy:  0.492, Validation Accuracy:  0.513, Loss:  1.836
Epoch   4 Batch   95/134 - Train Accuracy:  0.493, Validation Accuracy:  0.517, Loss:  1.859
Epoch   4 Batch   96/134 - Train Accuracy:  0.491, Validation Accuracy:  0.515, Loss:  1.860
Epoch   4 Batch   97/134 - Train Accuracy:  0.483, Validation Accuracy:  0.518, Loss:  1.862
Epoch   4 Batch   98/134 - Train Accuracy:  0.462, Validation Accuracy:  0.517, Loss:  1.951
Epoch   4 Batch   99/134 - Train Accuracy:  0.485, Validation Accuracy:  0.510, Loss:  1.854
Epoch   4 Batch  100/134 - Train Accuracy:  0.483, Validation Accuracy:  0.514, Loss:  1.866
Epoch   4 Batch  101/134 - Train Accuracy:  0.465, Validation Accuracy:  0.509, Loss:  1.920
Epoch   4 Batch  102/134 - Train Accuracy:  0.477, Validation Accuracy:  0.512, Loss:  1.865
Epoch   4 Batch  103/134 - Train Accuracy:  0.509, Validation Accuracy:  0.516, Loss:  1.774
Epoch   4 Batch  104/134 - Train Accuracy:  0.492, Validation Accuracy:  0.517, Loss:  1.823
Epoch   4 Batch  105/134 - Train Accuracy:  0.496, Validation Accuracy:  0.514, Loss:  1.812
Epoch   4 Batch  106/134 - Train Accuracy:  0.497, Validation Accuracy:  0.519, Loss:  1.823
Epoch   4 Batch  107/134 - Train Accuracy:  0.516, Validation Accuracy:  0.519, Loss:  1.747
Epoch   4 Batch  108/134 - Train Accuracy:  0.467, Validation Accuracy:  0.517, Loss:  1.917
Epoch   4 Batch  109/134 - Train Accuracy:  0.516, Validation Accuracy:  0.520, Loss:  1.748
Epoch   4 Batch  110/134 - Train Accuracy:  0.507, Validation Accuracy:  0.523, Loss:  1.801
Epoch   4 Batch  111/134 - Train Accuracy:  0.501, Validation Accuracy:  0.520, Loss:  1.797
Epoch   4 Batch  112/134 - Train Accuracy:  0.496, Validation Accuracy:  0.519, Loss:  1.810
Epoch   4 Batch  113/134 - Train Accuracy:  0.562, Validation Accuracy:  0.523, Loss:  1.603
Epoch   4 Batch  114/134 - Train Accuracy:  0.496, Validation Accuracy:  0.522, Loss:  1.818
Epoch   4 Batch  115/134 - Train Accuracy:  0.467, Validation Accuracy:  0.520, Loss:  1.913
Epoch   4 Batch  116/134 - Train Accuracy:  0.501, Validation Accuracy:  0.524, Loss:  1.830
Epoch   4 Batch  117/134 - Train Accuracy:  0.503, Validation Accuracy:  0.525, Loss:  1.811
Epoch   4 Batch  118/134 - Train Accuracy:  0.504, Validation Accuracy:  0.524, Loss:  1.800
Epoch   4 Batch  119/134 - Train Accuracy:  0.543, Validation Accuracy:  0.525, Loss:  1.666
Epoch   4 Batch  120/134 - Train Accuracy:  0.499, Validation Accuracy:  0.525, Loss:  1.794
Epoch   4 Batch  121/134 - Train Accuracy:  0.509, Validation Accuracy:  0.524, Loss:  1.779
Epoch   4 Batch  122/134 - Train Accuracy:  0.503, Validation Accuracy:  0.525, Loss:  1.801
Epoch   4 Batch  123/134 - Train Accuracy:  0.505, Validation Accuracy:  0.525, Loss:  1.784
Epoch   4 Batch  124/134 - Train Accuracy:  0.527, Validation Accuracy:  0.524, Loss:  1.705
Epoch   4 Batch  125/134 - Train Accuracy:  0.501, Validation Accuracy:  0.525, Loss:  1.812
Epoch   4 Batch  126/134 - Train Accuracy:  0.500, Validation Accuracy:  0.526, Loss:  1.794
Epoch   4 Batch  127/134 - Train Accuracy:  0.515, Validation Accuracy:  0.524, Loss:  1.740
Epoch   4 Batch  128/134 - Train Accuracy:  0.488, Validation Accuracy:  0.526, Loss:  1.811
Epoch   4 Batch  129/134 - Train Accuracy:  0.509, Validation Accuracy:  0.526, Loss:  1.782
Epoch   4 Batch  130/134 - Train Accuracy:  0.495, Validation Accuracy:  0.524, Loss:  1.810
Epoch   4 Batch  131/134 - Train Accuracy:  0.481, Validation Accuracy:  0.524, Loss:  1.871
Epoch   4 Batch  132/134 - Train Accuracy:  0.501, Validation Accuracy:  0.523, Loss:  1.778
Epoch   5 Batch    0/134 - Train Accuracy:  0.492, Validation Accuracy:  0.525, Loss:  1.808
Epoch   5 Batch    1/134 - Train Accuracy:  0.478, Validation Accuracy:  0.525, Loss:  1.856
Epoch   5 Batch    2/134 - Train Accuracy:  0.502, Validation Accuracy:  0.522, Loss:  1.759
Epoch   5 Batch    3/134 - Train Accuracy:  0.500, Validation Accuracy:  0.519, Loss:  1.772
Epoch   5 Batch    4/134 - Train Accuracy:  0.501, Validation Accuracy:  0.526, Loss:  1.779
Epoch   5 Batch    5/134 - Train Accuracy:  0.501, Validation Accuracy:  0.526, Loss:  1.780
Epoch   5 Batch    6/134 - Train Accuracy:  0.521, Validation Accuracy:  0.525, Loss:  1.680
Epoch   5 Batch    7/134 - Train Accuracy:  0.495, Validation Accuracy:  0.526, Loss:  1.789
Epoch   5 Batch    8/134 - Train Accuracy:  0.497, Validation Accuracy:  0.524, Loss:  1.759
Epoch   5 Batch    9/134 - Train Accuracy:  0.534, Validation Accuracy:  0.525, Loss:  1.684
Epoch   5 Batch   10/134 - Train Accuracy:  0.505, Validation Accuracy:  0.526, Loss:  1.775
Epoch   5 Batch   11/134 - Train Accuracy:  0.510, Validation Accuracy:  0.526, Loss:  1.752
Epoch   5 Batch   12/134 - Train Accuracy:  0.532, Validation Accuracy:  0.527, Loss:  1.671
Epoch   5 Batch   13/134 - Train Accuracy:  0.493, Validation Accuracy:  0.528, Loss:  1.788
Epoch   5 Batch   14/134 - Train Accuracy:  0.502, Validation Accuracy:  0.527, Loss:  1.766
Epoch   5 Batch   15/134 - Train Accuracy:  0.500, Validation Accuracy:  0.526, Loss:  1.754
Epoch   5 Batch   16/134 - Train Accuracy:  0.506, Validation Accuracy:  0.526, Loss:  1.745
Epoch   5 Batch   17/134 - Train Accuracy:  0.505, Validation Accuracy:  0.526, Loss:  1.753
Epoch   5 Batch   18/134 - Train Accuracy:  0.501, Validation Accuracy:  0.525, Loss:  1.769
Epoch   5 Batch   19/134 - Train Accuracy:  0.505, Validation Accuracy:  0.526, Loss:  1.743
Epoch   5 Batch   20/134 - Train Accuracy:  0.523, Validation Accuracy:  0.524, Loss:  1.683
Epoch   5 Batch   21/134 - Train Accuracy:  0.511, Validation Accuracy:  0.526, Loss:  1.724
Epoch   5 Batch   22/134 - Train Accuracy:  0.484, Validation Accuracy:  0.526, Loss:  1.837
Epoch   5 Batch   23/134 - Train Accuracy:  0.533, Validation Accuracy:  0.527, Loss:  1.640
Epoch   5 Batch   24/134 - Train Accuracy:  0.480, Validation Accuracy:  0.525, Loss:  1.805
Epoch   5 Batch   25/134 - Train Accuracy:  0.500, Validation Accuracy:  0.526, Loss:  1.751
Epoch   5 Batch   26/134 - Train Accuracy:  0.479, Validation Accuracy:  0.523, Loss:  1.830
Epoch   5 Batch   27/134 - Train Accuracy:  0.509, Validation Accuracy:  0.528, Loss:  1.737
Epoch   5 Batch   28/134 - Train Accuracy:  0.508, Validation Accuracy:  0.526, Loss:  1.736
Epoch   5 Batch   29/134 - Train Accuracy:  0.519, Validation Accuracy:  0.526, Loss:  1.668
Epoch   5 Batch   30/134 - Train Accuracy:  0.524, Validation Accuracy:  0.525, Loss:  1.663
Epoch   5 Batch   31/134 - Train Accuracy:  0.497, Validation Accuracy:  0.526, Loss:  1.734
Epoch   5 Batch   32/134 - Train Accuracy:  0.519, Validation Accuracy:  0.526, Loss:  1.672
Epoch   5 Batch   33/134 - Train Accuracy:  0.490, Validation Accuracy:  0.525, Loss:  1.745
Epoch   5 Batch   34/134 - Train Accuracy:  0.500, Validation Accuracy:  0.522, Loss:  1.743
Epoch   5 Batch   35/134 - Train Accuracy:  0.523, Validation Accuracy:  0.527, Loss:  1.661
Epoch   5 Batch   36/134 - Train Accuracy:  0.508, Validation Accuracy:  0.527, Loss:  1.720
Epoch   5 Batch   37/134 - Train Accuracy:  0.489, Validation Accuracy:  0.525, Loss:  1.747
Epoch   5 Batch   38/134 - Train Accuracy:  0.507, Validation Accuracy:  0.525, Loss:  1.735
Epoch   5 Batch   39/134 - Train Accuracy:  0.506, Validation Accuracy:  0.525, Loss:  1.703
Epoch   5 Batch   40/134 - Train Accuracy:  0.508, Validation Accuracy:  0.526, Loss:  1.716
Epoch   5 Batch   41/134 - Train Accuracy:  0.505, Validation Accuracy:  0.524, Loss:  1.697
Epoch   5 Batch   42/134 - Train Accuracy:  0.493, Validation Accuracy:  0.526, Loss:  1.739
Epoch   5 Batch   43/134 - Train Accuracy:  0.504, Validation Accuracy:  0.526, Loss:  1.735
Epoch   5 Batch   44/134 - Train Accuracy:  0.494, Validation Accuracy:  0.522, Loss:  1.719
Epoch   5 Batch   45/134 - Train Accuracy:  0.499, Validation Accuracy:  0.525, Loss:  1.706
Epoch   5 Batch   46/134 - Train Accuracy:  0.523, Validation Accuracy:  0.527, Loss:  1.650
Epoch   5 Batch   47/134 - Train Accuracy:  0.493, Validation Accuracy:  0.520, Loss:  1.705
Epoch   5 Batch   48/134 - Train Accuracy:  0.504, Validation Accuracy:  0.524, Loss:  1.698
Epoch   5 Batch   49/134 - Train Accuracy:  0.512, Validation Accuracy:  0.525, Loss:  1.697
Epoch   5 Batch   50/134 - Train Accuracy:  0.497, Validation Accuracy:  0.524, Loss:  1.700
Epoch   5 Batch   51/134 - Train Accuracy:  0.494, Validation Accuracy:  0.524, Loss:  1.707
Epoch   5 Batch   52/134 - Train Accuracy:  0.487, Validation Accuracy:  0.519, Loss:  1.717
Epoch   5 Batch   53/134 - Train Accuracy:  0.493, Validation Accuracy:  0.525, Loss:  1.717
Epoch   5 Batch   54/134 - Train Accuracy:  0.490, Validation Accuracy:  0.523, Loss:  1.709
Epoch   5 Batch   55/134 - Train Accuracy:  0.490, Validation Accuracy:  0.519, Loss:  1.710
Epoch   5 Batch   56/134 - Train Accuracy:  0.516, Validation Accuracy:  0.523, Loss:  1.624
Epoch   5 Batch   57/134 - Train Accuracy:  0.500, Validation Accuracy:  0.521, Loss:  1.697
Epoch   5 Batch   58/134 - Train Accuracy:  0.504, Validation Accuracy:  0.523, Loss:  1.686
Epoch   5 Batch   59/134 - Train Accuracy:  0.477, Validation Accuracy:  0.521, Loss:  1.782
Epoch   5 Batch   60/134 - Train Accuracy:  0.501, Validation Accuracy:  0.529, Loss:  1.687
Epoch   5 Batch   61/134 - Train Accuracy:  0.502, Validation Accuracy:  0.530, Loss:  1.689
Epoch   5 Batch   62/134 - Train Accuracy:  0.503, Validation Accuracy:  0.528, Loss:  1.667
Epoch   5 Batch   63/134 - Train Accuracy:  0.507, Validation Accuracy:  0.527, Loss:  1.680
Epoch   5 Batch   64/134 - Train Accuracy:  0.498, Validation Accuracy:  0.527, Loss:  1.713
Epoch   5 Batch   65/134 - Train Accuracy:  0.505, Validation Accuracy:  0.528, Loss:  1.684
Epoch   5 Batch   66/134 - Train Accuracy:  0.505, Validation Accuracy:  0.528, Loss:  1.675
Epoch   5 Batch   67/134 - Train Accuracy:  0.459, Validation Accuracy:  0.519, Loss:  1.802
Epoch   5 Batch   68/134 - Train Accuracy:  0.484, Validation Accuracy:  0.524, Loss:  1.756
Epoch   5 Batch   69/134 - Train Accuracy:  0.503, Validation Accuracy:  0.525, Loss:  1.682
Epoch   5 Batch   70/134 - Train Accuracy:  0.511, Validation Accuracy:  0.524, Loss:  1.651
Epoch   5 Batch   71/134 - Train Accuracy:  0.505, Validation Accuracy:  0.527, Loss:  1.680
Epoch   5 Batch   72/134 - Train Accuracy:  0.493, Validation Accuracy:  0.522, Loss:  1.680
Epoch   5 Batch   73/134 - Train Accuracy:  0.522, Validation Accuracy:  0.528, Loss:  1.631
Epoch   5 Batch   74/134 - Train Accuracy:  0.503, Validation Accuracy:  0.528, Loss:  1.671
Epoch   5 Batch   75/134 - Train Accuracy:  0.523, Validation Accuracy:  0.523, Loss:  1.599
Epoch   5 Batch   76/134 - Train Accuracy:  0.505, Validation Accuracy:  0.529, Loss:  1.683
Epoch   5 Batch   77/134 - Train Accuracy:  0.534, Validation Accuracy:  0.529, Loss:  1.573
Epoch   5 Batch   78/134 - Train Accuracy:  0.495, Validation Accuracy:  0.521, Loss:  1.672
Epoch   5 Batch   79/134 - Train Accuracy:  0.506, Validation Accuracy:  0.529, Loss:  1.685
Epoch   5 Batch   80/134 - Train Accuracy:  0.492, Validation Accuracy:  0.524, Loss:  1.682
Epoch   5 Batch   81/134 - Train Accuracy:  0.501, Validation Accuracy:  0.525, Loss:  1.668
Epoch   5 Batch   82/134 - Train Accuracy:  0.528, Validation Accuracy:  0.528, Loss:  1.572
Epoch   5 Batch   83/134 - Train Accuracy:  0.497, Validation Accuracy:  0.522, Loss:  1.672
Epoch   5 Batch   84/134 - Train Accuracy:  0.501, Validation Accuracy:  0.529, Loss:  1.663
Epoch   5 Batch   85/134 - Train Accuracy:  0.507, Validation Accuracy:  0.528, Loss:  1.651
Epoch   5 Batch   86/134 - Train Accuracy:  0.499, Validation Accuracy:  0.526, Loss:  1.666
Epoch   5 Batch   87/134 - Train Accuracy:  0.502, Validation Accuracy:  0.526, Loss:  1.670
Epoch   5 Batch   88/134 - Train Accuracy:  0.527, Validation Accuracy:  0.528, Loss:  1.599
Epoch   5 Batch   89/134 - Train Accuracy:  0.506, Validation Accuracy:  0.530, Loss:  1.648
Epoch   5 Batch   90/134 - Train Accuracy:  0.500, Validation Accuracy:  0.526, Loss:  1.653
Epoch   5 Batch   91/134 - Train Accuracy:  0.566, Validation Accuracy:  0.527, Loss:  1.443
Epoch   5 Batch   92/134 - Train Accuracy:  0.504, Validation Accuracy:  0.526, Loss:  1.636
Epoch   5 Batch   93/134 - Train Accuracy:  0.512, Validation Accuracy:  0.527, Loss:  1.604
Epoch   5 Batch   94/134 - Train Accuracy:  0.506, Validation Accuracy:  0.525, Loss:  1.635
Epoch   5 Batch   95/134 - Train Accuracy:  0.503, Validation Accuracy:  0.523, Loss:  1.653
Epoch   5 Batch   96/134 - Train Accuracy:  0.505, Validation Accuracy:  0.528, Loss:  1.652
Epoch   5 Batch   97/134 - Train Accuracy:  0.499, Validation Accuracy:  0.528, Loss:  1.656
Epoch   5 Batch   98/134 - Train Accuracy:  0.472, Validation Accuracy:  0.524, Loss:  1.735
Epoch   5 Batch   99/134 - Train Accuracy:  0.505, Validation Accuracy:  0.528, Loss:  1.656
Epoch   5 Batch  100/134 - Train Accuracy:  0.494, Validation Accuracy:  0.524, Loss:  1.659
Epoch   5 Batch  101/134 - Train Accuracy:  0.478, Validation Accuracy:  0.527, Loss:  1.708
Epoch   5 Batch  102/134 - Train Accuracy:  0.491, Validation Accuracy:  0.524, Loss:  1.647
Epoch   5 Batch  103/134 - Train Accuracy:  0.519, Validation Accuracy:  0.524, Loss:  1.577
Epoch   5 Batch  104/134 - Train Accuracy:  0.507, Validation Accuracy:  0.527, Loss:  1.621
Epoch   5 Batch  105/134 - Train Accuracy:  0.507, Validation Accuracy:  0.524, Loss:  1.613
Epoch   5 Batch  106/134 - Train Accuracy:  0.504, Validation Accuracy:  0.528, Loss:  1.619
Epoch   5 Batch  107/134 - Train Accuracy:  0.524, Validation Accuracy:  0.527, Loss:  1.559
Epoch   5 Batch  108/134 - Train Accuracy:  0.478, Validation Accuracy:  0.527, Loss:  1.705
Epoch   5 Batch  109/134 - Train Accuracy:  0.524, Validation Accuracy:  0.527, Loss:  1.549
Epoch   5 Batch  110/134 - Train Accuracy:  0.506, Validation Accuracy:  0.527, Loss:  1.602
Epoch   5 Batch  111/134 - Train Accuracy:  0.507, Validation Accuracy:  0.528, Loss:  1.605
Epoch   5 Batch  112/134 - Train Accuracy:  0.506, Validation Accuracy:  0.531, Loss:  1.606
Epoch   5 Batch  113/134 - Train Accuracy:  0.563, Validation Accuracy:  0.527, Loss:  1.424
Epoch   5 Batch  114/134 - Train Accuracy:  0.498, Validation Accuracy:  0.528, Loss:  1.624
Epoch   5 Batch  115/134 - Train Accuracy:  0.467, Validation Accuracy:  0.524, Loss:  1.705
Epoch   5 Batch  116/134 - Train Accuracy:  0.505, Validation Accuracy:  0.526, Loss:  1.627
Epoch   5 Batch  117/134 - Train Accuracy:  0.504, Validation Accuracy:  0.529, Loss:  1.617
Epoch   5 Batch  118/134 - Train Accuracy:  0.504, Validation Accuracy:  0.528, Loss:  1.604
Epoch   5 Batch  119/134 - Train Accuracy:  0.547, Validation Accuracy:  0.529, Loss:  1.484
Epoch   5 Batch  120/134 - Train Accuracy:  0.501, Validation Accuracy:  0.527, Loss:  1.601
Epoch   5 Batch  121/134 - Train Accuracy:  0.509, Validation Accuracy:  0.526, Loss:  1.582
Epoch   5 Batch  122/134 - Train Accuracy:  0.504, Validation Accuracy:  0.526, Loss:  1.605
Epoch   5 Batch  123/134 - Train Accuracy:  0.499, Validation Accuracy:  0.519, Loss:  1.594
Epoch   5 Batch  124/134 - Train Accuracy:  0.532, Validation Accuracy:  0.528, Loss:  1.530
Epoch   5 Batch  125/134 - Train Accuracy:  0.503, Validation Accuracy:  0.529, Loss:  1.616
Epoch   5 Batch  126/134 - Train Accuracy:  0.498, Validation Accuracy:  0.525, Loss:  1.598
Epoch   5 Batch  127/134 - Train Accuracy:  0.519, Validation Accuracy:  0.527, Loss:  1.556
Epoch   5 Batch  128/134 - Train Accuracy:  0.490, Validation Accuracy:  0.527, Loss:  1.624
Epoch   5 Batch  129/134 - Train Accuracy:  0.512, Validation Accuracy:  0.528, Loss:  1.591
Epoch   5 Batch  130/134 - Train Accuracy:  0.500, Validation Accuracy:  0.528, Loss:  1.613
Epoch   5 Batch  131/134 - Train Accuracy:  0.480, Validation Accuracy:  0.524, Loss:  1.677
Epoch   5 Batch  132/134 - Train Accuracy:  0.507, Validation Accuracy:  0.530, Loss:  1.588
Epoch   6 Batch    0/134 - Train Accuracy:  0.493, Validation Accuracy:  0.529, Loss:  1.609
Epoch   6 Batch    1/134 - Train Accuracy:  0.475, Validation Accuracy:  0.523, Loss:  1.656
Epoch   6 Batch    2/134 - Train Accuracy:  0.508, Validation Accuracy:  0.529, Loss:  1.574
Epoch   6 Batch    3/134 - Train Accuracy:  0.508, Validation Accuracy:  0.528, Loss:  1.586
Epoch   6 Batch    4/134 - Train Accuracy:  0.497, Validation Accuracy:  0.526, Loss:  1.580
Epoch   6 Batch    5/134 - Train Accuracy:  0.507, Validation Accuracy:  0.532, Loss:  1.588
Epoch   6 Batch    6/134 - Train Accuracy:  0.529, Validation Accuracy:  0.530, Loss:  1.500
Epoch   6 Batch    7/134 - Train Accuracy:  0.495, Validation Accuracy:  0.526, Loss:  1.593
Epoch   6 Batch    8/134 - Train Accuracy:  0.501, Validation Accuracy:  0.529, Loss:  1.565
Epoch   6 Batch    9/134 - Train Accuracy:  0.534, Validation Accuracy:  0.529, Loss:  1.506
Epoch   6 Batch   10/134 - Train Accuracy:  0.502, Validation Accuracy:  0.527, Loss:  1.580
Epoch   6 Batch   11/134 - Train Accuracy:  0.512, Validation Accuracy:  0.528, Loss:  1.566
Epoch   6 Batch   12/134 - Train Accuracy:  0.527, Validation Accuracy:  0.528, Loss:  1.496
Epoch   6 Batch   13/134 - Train Accuracy:  0.491, Validation Accuracy:  0.526, Loss:  1.592
Epoch   6 Batch   14/134 - Train Accuracy:  0.509, Validation Accuracy:  0.531, Loss:  1.573
Epoch   6 Batch   15/134 - Train Accuracy:  0.504, Validation Accuracy:  0.532, Loss:  1.568
Epoch   6 Batch   16/134 - Train Accuracy:  0.505, Validation Accuracy:  0.524, Loss:  1.549
Epoch   6 Batch   17/134 - Train Accuracy:  0.509, Validation Accuracy:  0.530, Loss:  1.567
Epoch   6 Batch   18/134 - Train Accuracy:  0.506, Validation Accuracy:  0.532, Loss:  1.578
Epoch   6 Batch   19/134 - Train Accuracy:  0.500, Validation Accuracy:  0.523, Loss:  1.553
Epoch   6 Batch   20/134 - Train Accuracy:  0.526, Validation Accuracy:  0.527, Loss:  1.501
Epoch   6 Batch   21/134 - Train Accuracy:  0.513, Validation Accuracy:  0.530, Loss:  1.541
Epoch   6 Batch   22/134 - Train Accuracy:  0.478, Validation Accuracy:  0.527, Loss:  1.634
Epoch   6 Batch   23/134 - Train Accuracy:  0.536, Validation Accuracy:  0.531, Loss:  1.464
Epoch   6 Batch   24/134 - Train Accuracy:  0.487, Validation Accuracy:  0.532, Loss:  1.612
Epoch   6 Batch   25/134 - Train Accuracy:  0.501, Validation Accuracy:  0.530, Loss:  1.556
Epoch   6 Batch   26/134 - Train Accuracy:  0.483, Validation Accuracy:  0.530, Loss:  1.629
Epoch   6 Batch   27/134 - Train Accuracy:  0.505, Validation Accuracy:  0.530, Loss:  1.547
Epoch   6 Batch   28/134 - Train Accuracy:  0.506, Validation Accuracy:  0.528, Loss:  1.550
Epoch   6 Batch   29/134 - Train Accuracy:  0.520, Validation Accuracy:  0.526, Loss:  1.486
Epoch   6 Batch   30/134 - Train Accuracy:  0.523, Validation Accuracy:  0.527, Loss:  1.488
Epoch   6 Batch   31/134 - Train Accuracy:  0.498, Validation Accuracy:  0.529, Loss:  1.549
Epoch   6 Batch   32/134 - Train Accuracy:  0.524, Validation Accuracy:  0.528, Loss:  1.488
Epoch   6 Batch   33/134 - Train Accuracy:  0.496, Validation Accuracy:  0.529, Loss:  1.559
Epoch   6 Batch   34/134 - Train Accuracy:  0.506, Validation Accuracy:  0.529, Loss:  1.552
Epoch   6 Batch   35/134 - Train Accuracy:  0.525, Validation Accuracy:  0.530, Loss:  1.475
Epoch   6 Batch   36/134 - Train Accuracy:  0.507, Validation Accuracy:  0.527, Loss:  1.536
Epoch   6 Batch   37/134 - Train Accuracy:  0.490, Validation Accuracy:  0.529, Loss:  1.558
Epoch   6 Batch   38/134 - Train Accuracy:  0.510, Validation Accuracy:  0.530, Loss:  1.544
Epoch   6 Batch   39/134 - Train Accuracy:  0.508, Validation Accuracy:  0.528, Loss:  1.513
Epoch   6 Batch   40/134 - Train Accuracy:  0.508, Validation Accuracy:  0.531, Loss:  1.528
Epoch   6 Batch   41/134 - Train Accuracy:  0.508, Validation Accuracy:  0.529, Loss:  1.509
Epoch   6 Batch   42/134 - Train Accuracy:  0.493, Validation Accuracy:  0.528, Loss:  1.546
Epoch   6 Batch   43/134 - Train Accuracy:  0.505, Validation Accuracy:  0.529, Loss:  1.541
Epoch   6 Batch   44/134 - Train Accuracy:  0.502, Validation Accuracy:  0.529, Loss:  1.529
Epoch   6 Batch   45/134 - Train Accuracy:  0.501, Validation Accuracy:  0.526, Loss:  1.512
Epoch   6 Batch   46/134 - Train Accuracy:  0.528, Validation Accuracy:  0.532, Loss:  1.468
Epoch   6 Batch   47/134 - Train Accuracy:  0.509, Validation Accuracy:  0.533, Loss:  1.514
Epoch   6 Batch   48/134 - Train Accuracy:  0.514, Validation Accuracy:  0.531, Loss:  1.512
Epoch   6 Batch   49/134 - Train Accuracy:  0.520, Validation Accuracy:  0.533, Loss:  1.509
Epoch   6 Batch   50/134 - Train Accuracy:  0.509, Validation Accuracy:  0.534, Loss:  1.515
Epoch   6 Batch   51/134 - Train Accuracy:  0.506, Validation Accuracy:  0.534, Loss:  1.518
Epoch   6 Batch   52/134 - Train Accuracy:  0.501, Validation Accuracy:  0.532, Loss:  1.524
Epoch   6 Batch   53/134 - Train Accuracy:  0.501, Validation Accuracy:  0.532, Loss:  1.520
Epoch   6 Batch   54/134 - Train Accuracy:  0.504, Validation Accuracy:  0.534, Loss:  1.519
Epoch   6 Batch   55/134 - Train Accuracy:  0.505, Validation Accuracy:  0.534, Loss:  1.521
Epoch   6 Batch   56/134 - Train Accuracy:  0.523, Validation Accuracy:  0.532, Loss:  1.442
Epoch   6 Batch   57/134 - Train Accuracy:  0.511, Validation Accuracy:  0.532, Loss:  1.500
Epoch   6 Batch   58/134 - Train Accuracy:  0.514, Validation Accuracy:  0.534, Loss:  1.490
Epoch   6 Batch   59/134 - Train Accuracy:  0.491, Validation Accuracy:  0.532, Loss:  1.578
Epoch   6 Batch   60/134 - Train Accuracy:  0.508, Validation Accuracy:  0.533, Loss:  1.494
Epoch   6 Batch   61/134 - Train Accuracy:  0.506, Validation Accuracy:  0.532, Loss:  1.496
Epoch   6 Batch   62/134 - Train Accuracy:  0.512, Validation Accuracy:  0.537, Loss:  1.479
Epoch   6 Batch   63/134 - Train Accuracy:  0.516, Validation Accuracy:  0.535, Loss:  1.492
Epoch   6 Batch   64/134 - Train Accuracy:  0.501, Validation Accuracy:  0.534, Loss:  1.518
Epoch   6 Batch   65/134 - Train Accuracy:  0.510, Validation Accuracy:  0.533, Loss:  1.494
Epoch   6 Batch   66/134 - Train Accuracy:  0.510, Validation Accuracy:  0.535, Loss:  1.485
Epoch   6 Batch   67/134 - Train Accuracy:  0.477, Validation Accuracy:  0.534, Loss:  1.595
Epoch   6 Batch   68/134 - Train Accuracy:  0.492, Validation Accuracy:  0.533, Loss:  1.551
Epoch   6 Batch   69/134 - Train Accuracy:  0.511, Validation Accuracy:  0.533, Loss:  1.490
Epoch   6 Batch   70/134 - Train Accuracy:  0.521, Validation Accuracy:  0.534, Loss:  1.465
Epoch   6 Batch   71/134 - Train Accuracy:  0.513, Validation Accuracy:  0.533, Loss:  1.486
Epoch   6 Batch   72/134 - Train Accuracy:  0.502, Validation Accuracy:  0.531, Loss:  1.487
Epoch   6 Batch   73/134 - Train Accuracy:  0.523, Validation Accuracy:  0.531, Loss:  1.447
Epoch   6 Batch   74/134 - Train Accuracy:  0.509, Validation Accuracy:  0.531, Loss:  1.488
Epoch   6 Batch   75/134 - Train Accuracy:  0.532, Validation Accuracy:  0.532, Loss:  1.420
Epoch   6 Batch   76/134 - Train Accuracy:  0.510, Validation Accuracy:  0.531, Loss:  1.485
Epoch   6 Batch   77/134 - Train Accuracy:  0.539, Validation Accuracy:  0.531, Loss:  1.400
Epoch   6 Batch   78/134 - Train Accuracy:  0.504, Validation Accuracy:  0.530, Loss:  1.486
Epoch   6 Batch   79/134 - Train Accuracy:  0.514, Validation Accuracy:  0.531, Loss:  1.491
Epoch   6 Batch   80/134 - Train Accuracy:  0.502, Validation Accuracy:  0.530, Loss:  1.488
Epoch   6 Batch   81/134 - Train Accuracy:  0.508, Validation Accuracy:  0.530, Loss:  1.477
Epoch   6 Batch   82/134 - Train Accuracy:  0.531, Validation Accuracy:  0.531, Loss:  1.395
Epoch   6 Batch   83/134 - Train Accuracy:  0.511, Validation Accuracy:  0.534, Loss:  1.486
Epoch   6 Batch   84/134 - Train Accuracy:  0.509, Validation Accuracy:  0.535, Loss:  1.472
Epoch   6 Batch   85/134 - Train Accuracy:  0.517, Validation Accuracy:  0.537, Loss:  1.464
Epoch   6 Batch   86/134 - Train Accuracy:  0.510, Validation Accuracy:  0.536, Loss:  1.479
Epoch   6 Batch   87/134 - Train Accuracy:  0.514, Validation Accuracy:  0.536, Loss:  1.483
Epoch   6 Batch   88/134 - Train Accuracy:  0.534, Validation Accuracy:  0.536, Loss:  1.423
Epoch   6 Batch   89/134 - Train Accuracy:  0.515, Validation Accuracy:  0.537, Loss:  1.460
Epoch   6 Batch   90/134 - Train Accuracy:  0.513, Validation Accuracy:  0.537, Loss:  1.471
Epoch   6 Batch   91/134 - Train Accuracy:  0.575, Validation Accuracy:  0.533, Loss:  1.276
Epoch   6 Batch   92/134 - Train Accuracy:  0.516, Validation Accuracy:  0.534, Loss:  1.456
Epoch   6 Batch   93/134 - Train Accuracy:  0.524, Validation Accuracy:  0.534, Loss:  1.429
Epoch   6 Batch   94/134 - Train Accuracy:  0.515, Validation Accuracy:  0.535, Loss:  1.453
Epoch   6 Batch   95/134 - Train Accuracy:  0.513, Validation Accuracy:  0.531, Loss:  1.469
Epoch   6 Batch   96/134 - Train Accuracy:  0.511, Validation Accuracy:  0.534, Loss:  1.467
Epoch   6 Batch   97/134 - Train Accuracy:  0.504, Validation Accuracy:  0.535, Loss:  1.466
Epoch   6 Batch   98/134 - Train Accuracy:  0.481, Validation Accuracy:  0.534, Loss:  1.540
Epoch   6 Batch   99/134 - Train Accuracy:  0.511, Validation Accuracy:  0.535, Loss:  1.469
Epoch   6 Batch  100/134 - Train Accuracy:  0.508, Validation Accuracy:  0.535, Loss:  1.472
Epoch   6 Batch  101/134 - Train Accuracy:  0.492, Validation Accuracy:  0.537, Loss:  1.515
Epoch   6 Batch  102/134 - Train Accuracy:  0.501, Validation Accuracy:  0.535, Loss:  1.462
Epoch   6 Batch  103/134 - Train Accuracy:  0.526, Validation Accuracy:  0.534, Loss:  1.401
Epoch   6 Batch  104/134 - Train Accuracy:  0.516, Validation Accuracy:  0.535, Loss:  1.441
Epoch   6 Batch  105/134 - Train Accuracy:  0.521, Validation Accuracy:  0.536, Loss:  1.433
Epoch   6 Batch  106/134 - Train Accuracy:  0.514, Validation Accuracy:  0.536, Loss:  1.441
Epoch   6 Batch  107/134 - Train Accuracy:  0.532, Validation Accuracy:  0.534, Loss:  1.387
Epoch   6 Batch  108/134 - Train Accuracy:  0.487, Validation Accuracy:  0.536, Loss:  1.514
Epoch   6 Batch  109/134 - Train Accuracy:  0.535, Validation Accuracy:  0.538, Loss:  1.379
Epoch   6 Batch  110/134 - Train Accuracy:  0.519, Validation Accuracy:  0.536, Loss:  1.425
Epoch   6 Batch  111/134 - Train Accuracy:  0.517, Validation Accuracy:  0.536, Loss:  1.431
Epoch   6 Batch  112/134 - Train Accuracy:  0.515, Validation Accuracy:  0.538, Loss:  1.428
Epoch   6 Batch  113/134 - Train Accuracy:  0.572, Validation Accuracy:  0.537, Loss:  1.269
Epoch   6 Batch  114/134 - Train Accuracy:  0.506, Validation Accuracy:  0.536, Loss:  1.446
Epoch   6 Batch  115/134 - Train Accuracy:  0.478, Validation Accuracy:  0.531, Loss:  1.514
Epoch   6 Batch  116/134 - Train Accuracy:  0.512, Validation Accuracy:  0.533, Loss:  1.445
Epoch   6 Batch  117/134 - Train Accuracy:  0.511, Validation Accuracy:  0.535, Loss:  1.437
Epoch   6 Batch  118/134 - Train Accuracy:  0.507, Validation Accuracy:  0.529, Loss:  1.431
Epoch   6 Batch  119/134 - Train Accuracy:  0.546, Validation Accuracy:  0.531, Loss:  1.322
Epoch   6 Batch  120/134 - Train Accuracy:  0.508, Validation Accuracy:  0.533, Loss:  1.425
Epoch   6 Batch  121/134 - Train Accuracy:  0.509, Validation Accuracy:  0.526, Loss:  1.406
Epoch   6 Batch  122/134 - Train Accuracy:  0.512, Validation Accuracy:  0.534, Loss:  1.436
Epoch   6 Batch  123/134 - Train Accuracy:  0.506, Validation Accuracy:  0.526, Loss:  1.418
Epoch   6 Batch  124/134 - Train Accuracy:  0.531, Validation Accuracy:  0.528, Loss:  1.355
Epoch   6 Batch  125/134 - Train Accuracy:  0.513, Validation Accuracy:  0.534, Loss:  1.434
Epoch   6 Batch  126/134 - Train Accuracy:  0.503, Validation Accuracy:  0.533, Loss:  1.429
Epoch   6 Batch  127/134 - Train Accuracy:  0.529, Validation Accuracy:  0.534, Loss:  1.395
Epoch   6 Batch  128/134 - Train Accuracy:  0.498, Validation Accuracy:  0.531, Loss:  1.445
Epoch   6 Batch  129/134 - Train Accuracy:  0.514, Validation Accuracy:  0.530, Loss:  1.420
Epoch   6 Batch  130/134 - Train Accuracy:  0.504, Validation Accuracy:  0.535, Loss:  1.447
Epoch   6 Batch  131/134 - Train Accuracy:  0.493, Validation Accuracy:  0.536, Loss:  1.502
Epoch   6 Batch  132/134 - Train Accuracy:  0.512, Validation Accuracy:  0.533, Loss:  1.405
Epoch   7 Batch    0/134 - Train Accuracy:  0.504, Validation Accuracy:  0.533, Loss:  1.437
Epoch   7 Batch    1/134 - Train Accuracy:  0.486, Validation Accuracy:  0.533, Loss:  1.487
Epoch   7 Batch    2/134 - Train Accuracy:  0.513, Validation Accuracy:  0.533, Loss:  1.396
Epoch   7 Batch    3/134 - Train Accuracy:  0.515, Validation Accuracy:  0.535, Loss:  1.408
Epoch   7 Batch    4/134 - Train Accuracy:  0.497, Validation Accuracy:  0.529, Loss:  1.413
Epoch   7 Batch    5/134 - Train Accuracy:  0.507, Validation Accuracy:  0.531, Loss:  1.421
Epoch   7 Batch    6/134 - Train Accuracy:  0.536, Validation Accuracy:  0.536, Loss:  1.332
Epoch   7 Batch    7/134 - Train Accuracy:  0.503, Validation Accuracy:  0.533, Loss:  1.429
Epoch   7 Batch    8/134 - Train Accuracy:  0.503, Validation Accuracy:  0.530, Loss:  1.399
Epoch   7 Batch    9/134 - Train Accuracy:  0.540, Validation Accuracy:  0.534, Loss:  1.340
Epoch   7 Batch   10/134 - Train Accuracy:  0.508, Validation Accuracy:  0.533, Loss:  1.416
Epoch   7 Batch   11/134 - Train Accuracy:  0.515, Validation Accuracy:  0.536, Loss:  1.402
Epoch   7 Batch   12/134 - Train Accuracy:  0.536, Validation Accuracy:  0.535, Loss:  1.326
Epoch   7 Batch   13/134 - Train Accuracy:  0.495, Validation Accuracy:  0.532, Loss:  1.422
Epoch   7 Batch   14/134 - Train Accuracy:  0.511, Validation Accuracy:  0.536, Loss:  1.403
Epoch   7 Batch   15/134 - Train Accuracy:  0.513, Validation Accuracy:  0.536, Loss:  1.397
Epoch   7 Batch   16/134 - Train Accuracy:  0.516, Validation Accuracy:  0.536, Loss:  1.387
Epoch   7 Batch   17/134 - Train Accuracy:  0.514, Validation Accuracy:  0.537, Loss:  1.402
Epoch   7 Batch   18/134 - Train Accuracy:  0.508, Validation Accuracy:  0.535, Loss:  1.411
Epoch   7 Batch   19/134 - Train Accuracy:  0.509, Validation Accuracy:  0.532, Loss:  1.392
Epoch   7 Batch   20/134 - Train Accuracy:  0.533, Validation Accuracy:  0.532, Loss:  1.338
Epoch   7 Batch   21/134 - Train Accuracy:  0.520, Validation Accuracy:  0.532, Loss:  1.377
Epoch   7 Batch   22/134 - Train Accuracy:  0.486, Validation Accuracy:  0.534, Loss:  1.464
Epoch   7 Batch   23/134 - Train Accuracy:  0.543, Validation Accuracy:  0.538, Loss:  1.306
Epoch   7 Batch   24/134 - Train Accuracy:  0.494, Validation Accuracy:  0.539, Loss:  1.442
Epoch   7 Batch   25/134 - Train Accuracy:  0.504, Validation Accuracy:  0.532, Loss:  1.394
Epoch   7 Batch   26/134 - Train Accuracy:  0.487, Validation Accuracy:  0.529, Loss:  1.463
Epoch   7 Batch   27/134 - Train Accuracy:  0.516, Validation Accuracy:  0.534, Loss:  1.386
Epoch   7 Batch   28/134 - Train Accuracy:  0.515, Validation Accuracy:  0.530, Loss:  1.393
Epoch   7 Batch   29/134 - Train Accuracy:  0.524, Validation Accuracy:  0.528, Loss:  1.330
Epoch   7 Batch   30/134 - Train Accuracy:  0.528, Validation Accuracy:  0.529, Loss:  1.330
Epoch   7 Batch   31/134 - Train Accuracy:  0.502, Validation Accuracy:  0.530, Loss:  1.390
Epoch   7 Batch   32/134 - Train Accuracy:  0.528, Validation Accuracy:  0.532, Loss:  1.334
Epoch   7 Batch   33/134 - Train Accuracy:  0.501, Validation Accuracy:  0.532, Loss:  1.398
Epoch   7 Batch   34/134 - Train Accuracy:  0.516, Validation Accuracy:  0.533, Loss:  1.394
Epoch   7 Batch   35/134 - Train Accuracy:  0.532, Validation Accuracy:  0.534, Loss:  1.322
Epoch   7 Batch   36/134 - Train Accuracy:  0.517, Validation Accuracy:  0.538, Loss:  1.381
Epoch   7 Batch   37/134 - Train Accuracy:  0.495, Validation Accuracy:  0.531, Loss:  1.398
Epoch   7 Batch   38/134 - Train Accuracy:  0.509, Validation Accuracy:  0.529, Loss:  1.387
Epoch   7 Batch   39/134 - Train Accuracy:  0.514, Validation Accuracy:  0.532, Loss:  1.357
Epoch   7 Batch   40/134 - Train Accuracy:  0.517, Validation Accuracy:  0.535, Loss:  1.372
Epoch   7 Batch   41/134 - Train Accuracy:  0.515, Validation Accuracy:  0.536, Loss:  1.352
Epoch   7 Batch   42/134 - Train Accuracy:  0.507, Validation Accuracy:  0.537, Loss:  1.390
Epoch   7 Batch   43/134 - Train Accuracy:  0.510, Validation Accuracy:  0.536, Loss:  1.386
Epoch   7 Batch   44/134 - Train Accuracy:  0.511, Validation Accuracy:  0.536, Loss:  1.375
Epoch   7 Batch   45/134 - Train Accuracy:  0.510, Validation Accuracy:  0.537, Loss:  1.357
Epoch   7 Batch   46/134 - Train Accuracy:  0.530, Validation Accuracy:  0.535, Loss:  1.320
Epoch   7 Batch   47/134 - Train Accuracy:  0.516, Validation Accuracy:  0.536, Loss:  1.360
Epoch   7 Batch   48/134 - Train Accuracy:  0.521, Validation Accuracy:  0.538, Loss:  1.363
Epoch   7 Batch   49/134 - Train Accuracy:  0.521, Validation Accuracy:  0.537, Loss:  1.360
Epoch   7 Batch   50/134 - Train Accuracy:  0.512, Validation Accuracy:  0.541, Loss:  1.362
Epoch   7 Batch   51/134 - Train Accuracy:  0.511, Validation Accuracy:  0.539, Loss:  1.369
Epoch   7 Batch   52/134 - Train Accuracy:  0.509, Validation Accuracy:  0.536, Loss:  1.373
Epoch   7 Batch   53/134 - Train Accuracy:  0.506, Validation Accuracy:  0.536, Loss:  1.367
Epoch   7 Batch   54/134 - Train Accuracy:  0.507, Validation Accuracy:  0.536, Loss:  1.369
Epoch   7 Batch   55/134 - Train Accuracy:  0.508, Validation Accuracy:  0.535, Loss:  1.373
Epoch   7 Batch   56/134 - Train Accuracy:  0.525, Validation Accuracy:  0.535, Loss:  1.298
Epoch   7 Batch   57/134 - Train Accuracy:  0.510, Validation Accuracy:  0.535, Loss:  1.351
Epoch   7 Batch   58/134 - Train Accuracy:  0.513, Validation Accuracy:  0.533, Loss:  1.343
Epoch   7 Batch   59/134 - Train Accuracy:  0.494, Validation Accuracy:  0.537, Loss:  1.423
Epoch   7 Batch   60/134 - Train Accuracy:  0.511, Validation Accuracy:  0.537, Loss:  1.347
Epoch   7 Batch   61/134 - Train Accuracy:  0.508, Validation Accuracy:  0.536, Loss:  1.348
Epoch   7 Batch   62/134 - Train Accuracy:  0.507, Validation Accuracy:  0.535, Loss:  1.331
Epoch   7 Batch   63/134 - Train Accuracy:  0.515, Validation Accuracy:  0.534, Loss:  1.345
Epoch   7 Batch   64/134 - Train Accuracy:  0.508, Validation Accuracy:  0.535, Loss:  1.374
Epoch   7 Batch   65/134 - Train Accuracy:  0.508, Validation Accuracy:  0.533, Loss:  1.347
Epoch   7 Batch   66/134 - Train Accuracy:  0.513, Validation Accuracy:  0.534, Loss:  1.340
Epoch   7 Batch   67/134 - Train Accuracy:  0.482, Validation Accuracy:  0.541, Loss:  1.442
Epoch   7 Batch   68/134 - Train Accuracy:  0.499, Validation Accuracy:  0.541, Loss:  1.398
Epoch   7 Batch   69/134 - Train Accuracy:  0.515, Validation Accuracy:  0.537, Loss:  1.345
Epoch   7 Batch   70/134 - Train Accuracy:  0.520, Validation Accuracy:  0.535, Loss:  1.324
Epoch   7 Batch   71/134 - Train Accuracy:  0.516, Validation Accuracy:  0.538, Loss:  1.342
Epoch   7 Batch   72/134 - Train Accuracy:  0.508, Validation Accuracy:  0.536, Loss:  1.342
Epoch   7 Batch   73/134 - Train Accuracy:  0.530, Validation Accuracy:  0.533, Loss:  1.310
Epoch   7 Batch   74/134 - Train Accuracy:  0.510, Validation Accuracy:  0.533, Loss:  1.347
Epoch   7 Batch   75/134 - Train Accuracy:  0.536, Validation Accuracy:  0.533, Loss:  1.284
Epoch   7 Batch   76/134 - Train Accuracy:  0.517, Validation Accuracy:  0.537, Loss:  1.343
Epoch   7 Batch   77/134 - Train Accuracy:  0.541, Validation Accuracy:  0.538, Loss:  1.268
Epoch   7 Batch   78/134 - Train Accuracy:  0.510, Validation Accuracy:  0.535, Loss:  1.342
Epoch   7 Batch   79/134 - Train Accuracy:  0.513, Validation Accuracy:  0.536, Loss:  1.347
Epoch   7 Batch   80/134 - Train Accuracy:  0.505, Validation Accuracy:  0.536, Loss:  1.344
Epoch   7 Batch   81/134 - Train Accuracy:  0.514, Validation Accuracy:  0.537, Loss:  1.336
Epoch   7 Batch   82/134 - Train Accuracy:  0.529, Validation Accuracy:  0.536, Loss:  1.258
Epoch   7 Batch   83/134 - Train Accuracy:  0.512, Validation Accuracy:  0.534, Loss:  1.345
Epoch   7 Batch   84/134 - Train Accuracy:  0.513, Validation Accuracy:  0.542, Loss:  1.332
Epoch   7 Batch   85/134 - Train Accuracy:  0.528, Validation Accuracy:  0.542, Loss:  1.322
Epoch   7 Batch   86/134 - Train Accuracy:  0.514, Validation Accuracy:  0.539, Loss:  1.338
Epoch   7 Batch   87/134 - Train Accuracy:  0.519, Validation Accuracy:  0.542, Loss:  1.342
Epoch   7 Batch   88/134 - Train Accuracy:  0.539, Validation Accuracy:  0.540, Loss:  1.292
Epoch   7 Batch   89/134 - Train Accuracy:  0.520, Validation Accuracy:  0.538, Loss:  1.317
Epoch   7 Batch   90/134 - Train Accuracy:  0.518, Validation Accuracy:  0.540, Loss:  1.337
Epoch   7 Batch   91/134 - Train Accuracy:  0.577, Validation Accuracy:  0.536, Loss:  1.154
Epoch   7 Batch   92/134 - Train Accuracy:  0.516, Validation Accuracy:  0.537, Loss:  1.315
Epoch   7 Batch   93/134 - Train Accuracy:  0.532, Validation Accuracy:  0.545, Loss:  1.293
Epoch   7 Batch   94/134 - Train Accuracy:  0.519, Validation Accuracy:  0.543, Loss:  1.315
Epoch   7 Batch   95/134 - Train Accuracy:  0.520, Validation Accuracy:  0.541, Loss:  1.331
Epoch   7 Batch   96/134 - Train Accuracy:  0.515, Validation Accuracy:  0.537, Loss:  1.326
Epoch   7 Batch   97/134 - Train Accuracy:  0.512, Validation Accuracy:  0.541, Loss:  1.330
Epoch   7 Batch   98/134 - Train Accuracy:  0.492, Validation Accuracy:  0.543, Loss:  1.393
Epoch   7 Batch   99/134 - Train Accuracy:  0.524, Validation Accuracy:  0.547, Loss:  1.333
Epoch   7 Batch  100/134 - Train Accuracy:  0.516, Validation Accuracy:  0.544, Loss:  1.327
Epoch   7 Batch  101/134 - Train Accuracy:  0.498, Validation Accuracy:  0.541, Loss:  1.367
Epoch   7 Batch  102/134 - Train Accuracy:  0.512, Validation Accuracy:  0.542, Loss:  1.319
Epoch   7 Batch  103/134 - Train Accuracy:  0.536, Validation Accuracy:  0.541, Loss:  1.267
Epoch   7 Batch  104/134 - Train Accuracy:  0.518, Validation Accuracy:  0.540, Loss:  1.302
Epoch   7 Batch  105/134 - Train Accuracy:  0.522, Validation Accuracy:  0.539, Loss:  1.295
Epoch   7 Batch  106/134 - Train Accuracy:  0.519, Validation Accuracy:  0.544, Loss:  1.299
Epoch   7 Batch  107/134 - Train Accuracy:  0.541, Validation Accuracy:  0.546, Loss:  1.254
Epoch   7 Batch  108/134 - Train Accuracy:  0.492, Validation Accuracy:  0.544, Loss:  1.369
Epoch   7 Batch  109/134 - Train Accuracy:  0.538, Validation Accuracy:  0.542, Loss:  1.244
Epoch   7 Batch  110/134 - Train Accuracy:  0.526, Validation Accuracy:  0.541, Loss:  1.284
Epoch   7 Batch  111/134 - Train Accuracy:  0.525, Validation Accuracy:  0.541, Loss:  1.297
Epoch   7 Batch  112/134 - Train Accuracy:  0.521, Validation Accuracy:  0.546, Loss:  1.291
Epoch   7 Batch  113/134 - Train Accuracy:  0.576, Validation Accuracy:  0.544, Loss:  1.148
Epoch   7 Batch  114/134 - Train Accuracy:  0.518, Validation Accuracy:  0.544, Loss:  1.307
Epoch   7 Batch  115/134 - Train Accuracy:  0.488, Validation Accuracy:  0.544, Loss:  1.368
Epoch   7 Batch  116/134 - Train Accuracy:  0.520, Validation Accuracy:  0.540, Loss:  1.308
Epoch   7 Batch  117/134 - Train Accuracy:  0.523, Validation Accuracy:  0.545, Loss:  1.302
Epoch   7 Batch  118/134 - Train Accuracy:  0.519, Validation Accuracy:  0.542, Loss:  1.295
Epoch   7 Batch  119/134 - Train Accuracy:  0.561, Validation Accuracy:  0.541, Loss:  1.199
Epoch   7 Batch  120/134 - Train Accuracy:  0.513, Validation Accuracy:  0.538, Loss:  1.289
Epoch   7 Batch  121/134 - Train Accuracy:  0.523, Validation Accuracy:  0.540, Loss:  1.268
Epoch   7 Batch  122/134 - Train Accuracy:  0.521, Validation Accuracy:  0.540, Loss:  1.301
Epoch   7 Batch  123/134 - Train Accuracy:  0.526, Validation Accuracy:  0.544, Loss:  1.279
Epoch   7 Batch  124/134 - Train Accuracy:  0.546, Validation Accuracy:  0.543, Loss:  1.225
Epoch   7 Batch  125/134 - Train Accuracy:  0.521, Validation Accuracy:  0.541, Loss:  1.296
Epoch   7 Batch  126/134 - Train Accuracy:  0.520, Validation Accuracy:  0.546, Loss:  1.288
Epoch   7 Batch  127/134 - Train Accuracy:  0.540, Validation Accuracy:  0.547, Loss:  1.253
Epoch   7 Batch  128/134 - Train Accuracy:  0.511, Validation Accuracy:  0.545, Loss:  1.304
Epoch   7 Batch  129/134 - Train Accuracy:  0.524, Validation Accuracy:  0.542, Loss:  1.288
Epoch   7 Batch  130/134 - Train Accuracy:  0.513, Validation Accuracy:  0.548, Loss:  1.301
Epoch   7 Batch  131/134 - Train Accuracy:  0.510, Validation Accuracy:  0.548, Loss:  1.349
Epoch   7 Batch  132/134 - Train Accuracy:  0.527, Validation Accuracy:  0.547, Loss:  1.266
Epoch   8 Batch    0/134 - Train Accuracy:  0.518, Validation Accuracy:  0.548, Loss:  1.298
Epoch   8 Batch    1/134 - Train Accuracy:  0.506, Validation Accuracy:  0.548, Loss:  1.332
Epoch   8 Batch    2/134 - Train Accuracy:  0.528, Validation Accuracy:  0.549, Loss:  1.251
Epoch   8 Batch    3/134 - Train Accuracy:  0.529, Validation Accuracy:  0.547, Loss:  1.276
Epoch   8 Batch    4/134 - Train Accuracy:  0.517, Validation Accuracy:  0.545, Loss:  1.272
Epoch   8 Batch    5/134 - Train Accuracy:  0.509, Validation Accuracy:  0.536, Loss:  1.281
Epoch   8 Batch    6/134 - Train Accuracy:  0.542, Validation Accuracy:  0.544, Loss:  1.204
Epoch   8 Batch    7/134 - Train Accuracy:  0.523, Validation Accuracy:  0.546, Loss:  1.287
Epoch   8 Batch    8/134 - Train Accuracy:  0.523, Validation Accuracy:  0.546, Loss:  1.259
Epoch   8 Batch    9/134 - Train Accuracy:  0.550, Validation Accuracy:  0.546, Loss:  1.213
Epoch   8 Batch   10/134 - Train Accuracy:  0.521, Validation Accuracy:  0.543, Loss:  1.279
Epoch   8 Batch   11/134 - Train Accuracy:  0.524, Validation Accuracy:  0.545, Loss:  1.263
Epoch   8 Batch   12/134 - Train Accuracy:  0.551, Validation Accuracy:  0.546, Loss:  1.195
Epoch   8 Batch   13/134 - Train Accuracy:  0.517, Validation Accuracy:  0.548, Loss:  1.282
Epoch   8 Batch   14/134 - Train Accuracy:  0.530, Validation Accuracy:  0.548, Loss:  1.262
Epoch   8 Batch   15/134 - Train Accuracy:  0.526, Validation Accuracy:  0.549, Loss:  1.262
Epoch   8 Batch   16/134 - Train Accuracy:  0.534, Validation Accuracy:  0.549, Loss:  1.249
Epoch   8 Batch   17/134 - Train Accuracy:  0.529, Validation Accuracy:  0.548, Loss:  1.266
Epoch   8 Batch   18/134 - Train Accuracy:  0.515, Validation Accuracy:  0.547, Loss:  1.278
Epoch   8 Batch   19/134 - Train Accuracy:  0.526, Validation Accuracy:  0.544, Loss:  1.252
Epoch   8 Batch   20/134 - Train Accuracy:  0.536, Validation Accuracy:  0.537, Loss:  1.206
Epoch   8 Batch   21/134 - Train Accuracy:  0.530, Validation Accuracy:  0.540, Loss:  1.245
Epoch   8 Batch   22/134 - Train Accuracy:  0.499, Validation Accuracy:  0.543, Loss:  1.320
Epoch   8 Batch   23/134 - Train Accuracy:  0.545, Validation Accuracy:  0.544, Loss:  1.178
Epoch   8 Batch   24/134 - Train Accuracy:  0.507, Validation Accuracy:  0.544, Loss:  1.305
Epoch   8 Batch   25/134 - Train Accuracy:  0.515, Validation Accuracy:  0.545, Loss:  1.258
Epoch   8 Batch   26/134 - Train Accuracy:  0.500, Validation Accuracy:  0.542, Loss:  1.326
Epoch   8 Batch   27/134 - Train Accuracy:  0.522, Validation Accuracy:  0.543, Loss:  1.253
Epoch   8 Batch   28/134 - Train Accuracy:  0.529, Validation Accuracy:  0.543, Loss:  1.259
Epoch   8 Batch   29/134 - Train Accuracy:  0.542, Validation Accuracy:  0.542, Loss:  1.200
Epoch   8 Batch   30/134 - Train Accuracy:  0.543, Validation Accuracy:  0.540, Loss:  1.204
Epoch   8 Batch   31/134 - Train Accuracy:  0.515, Validation Accuracy:  0.546, Loss:  1.260
Epoch   8 Batch   32/134 - Train Accuracy:  0.542, Validation Accuracy:  0.547, Loss:  1.207
Epoch   8 Batch   33/134 - Train Accuracy:  0.515, Validation Accuracy:  0.546, Loss:  1.268
Epoch   8 Batch   34/134 - Train Accuracy:  0.530, Validation Accuracy:  0.547, Loss:  1.263
Epoch   8 Batch   35/134 - Train Accuracy:  0.548, Validation Accuracy:  0.548, Loss:  1.196
Epoch   8 Batch   36/134 - Train Accuracy:  0.528, Validation Accuracy:  0.547, Loss:  1.250
Epoch   8 Batch   37/134 - Train Accuracy:  0.509, Validation Accuracy:  0.545, Loss:  1.266
Epoch   8 Batch   38/134 - Train Accuracy:  0.518, Validation Accuracy:  0.538, Loss:  1.255
Epoch   8 Batch   39/134 - Train Accuracy:  0.524, Validation Accuracy:  0.539, Loss:  1.226
Epoch   8 Batch   40/134 - Train Accuracy:  0.527, Validation Accuracy:  0.547, Loss:  1.241
Epoch   8 Batch   41/134 - Train Accuracy:  0.535, Validation Accuracy:  0.550, Loss:  1.222
Epoch   8 Batch   42/134 - Train Accuracy:  0.516, Validation Accuracy:  0.546, Loss:  1.258
Epoch   8 Batch   43/134 - Train Accuracy:  0.525, Validation Accuracy:  0.548, Loss:  1.257
Epoch   8 Batch   44/134 - Train Accuracy:  0.526, Validation Accuracy:  0.549, Loss:  1.245
Epoch   8 Batch   45/134 - Train Accuracy:  0.520, Validation Accuracy:  0.540, Loss:  1.226
Epoch   8 Batch   46/134 - Train Accuracy:  0.550, Validation Accuracy:  0.551, Loss:  1.199
Epoch   8 Batch   47/134 - Train Accuracy:  0.535, Validation Accuracy:  0.553, Loss:  1.231
Epoch   8 Batch   48/134 - Train Accuracy:  0.534, Validation Accuracy:  0.552, Loss:  1.234
Epoch   8 Batch   49/134 - Train Accuracy:  0.539, Validation Accuracy:  0.556, Loss:  1.233
Epoch   8 Batch   50/134 - Train Accuracy:  0.530, Validation Accuracy:  0.556, Loss:  1.231
Epoch   8 Batch   51/134 - Train Accuracy:  0.527, Validation Accuracy:  0.553, Loss:  1.240
Epoch   8 Batch   52/134 - Train Accuracy:  0.525, Validation Accuracy:  0.553, Loss:  1.244
Epoch   8 Batch   53/134 - Train Accuracy:  0.526, Validation Accuracy:  0.553, Loss:  1.234
Epoch   8 Batch   54/134 - Train Accuracy:  0.516, Validation Accuracy:  0.544, Loss:  1.242
Epoch   8 Batch   55/134 - Train Accuracy:  0.525, Validation Accuracy:  0.549, Loss:  1.246
Epoch   8 Batch   56/134 - Train Accuracy:  0.547, Validation Accuracy:  0.552, Loss:  1.174
Epoch   8 Batch   57/134 - Train Accuracy:  0.534, Validation Accuracy:  0.554, Loss:  1.225
Epoch   8 Batch   58/134 - Train Accuracy:  0.528, Validation Accuracy:  0.549, Loss:  1.213
Epoch   8 Batch   59/134 - Train Accuracy:  0.512, Validation Accuracy:  0.553, Loss:  1.289
Epoch   8 Batch   60/134 - Train Accuracy:  0.527, Validation Accuracy:  0.548, Loss:  1.219
Epoch   8 Batch   61/134 - Train Accuracy:  0.511, Validation Accuracy:  0.538, Loss:  1.218
Epoch   8 Batch   62/134 - Train Accuracy:  0.523, Validation Accuracy:  0.549, Loss:  1.207
Epoch   8 Batch   63/134 - Train Accuracy:  0.537, Validation Accuracy:  0.551, Loss:  1.216
Epoch   8 Batch   64/134 - Train Accuracy:  0.525, Validation Accuracy:  0.550, Loss:  1.246
Epoch   8 Batch   65/134 - Train Accuracy:  0.530, Validation Accuracy:  0.549, Loss:  1.218
Epoch   8 Batch   66/134 - Train Accuracy:  0.528, Validation Accuracy:  0.549, Loss:  1.210
Epoch   8 Batch   67/134 - Train Accuracy:  0.493, Validation Accuracy:  0.546, Loss:  1.307
Epoch   8 Batch   68/134 - Train Accuracy:  0.512, Validation Accuracy:  0.549, Loss:  1.261
Epoch   8 Batch   69/134 - Train Accuracy:  0.535, Validation Accuracy:  0.550, Loss:  1.216
Epoch   8 Batch   70/134 - Train Accuracy:  0.533, Validation Accuracy:  0.546, Loss:  1.197
Epoch   8 Batch   71/134 - Train Accuracy:  0.525, Validation Accuracy:  0.540, Loss:  1.212
Epoch   8 Batch   72/134 - Train Accuracy:  0.523, Validation Accuracy:  0.545, Loss:  1.213
Epoch   8 Batch   73/134 - Train Accuracy:  0.548, Validation Accuracy:  0.546, Loss:  1.186
Epoch   8 Batch   74/134 - Train Accuracy:  0.523, Validation Accuracy:  0.541, Loss:  1.221
Epoch   8 Batch   75/134 - Train Accuracy:  0.556, Validation Accuracy:  0.547, Loss:  1.162
Epoch   8 Batch   76/134 - Train Accuracy:  0.535, Validation Accuracy:  0.554, Loss:  1.208
Epoch   8 Batch   77/134 - Train Accuracy:  0.555, Validation Accuracy:  0.548, Loss:  1.144
Epoch   8 Batch   78/134 - Train Accuracy:  0.518, Validation Accuracy:  0.547, Loss:  1.212
Epoch   8 Batch   79/134 - Train Accuracy:  0.536, Validation Accuracy:  0.553, Loss:  1.217
Epoch   8 Batch   80/134 - Train Accuracy:  0.526, Validation Accuracy:  0.554, Loss:  1.214
Epoch   8 Batch   81/134 - Train Accuracy:  0.528, Validation Accuracy:  0.548, Loss:  1.205
Epoch   8 Batch   82/134 - Train Accuracy:  0.547, Validation Accuracy:  0.549, Loss:  1.135
Epoch   8 Batch   83/134 - Train Accuracy:  0.532, Validation Accuracy:  0.553, Loss:  1.214
Epoch   8 Batch   84/134 - Train Accuracy:  0.526, Validation Accuracy:  0.553, Loss:  1.204
Epoch   8 Batch   85/134 - Train Accuracy:  0.537, Validation Accuracy:  0.551, Loss:  1.191
Epoch   8 Batch   86/134 - Train Accuracy:  0.535, Validation Accuracy:  0.558, Loss:  1.207
Epoch   8 Batch   87/134 - Train Accuracy:  0.541, Validation Accuracy:  0.557, Loss:  1.210
Epoch   8 Batch   88/134 - Train Accuracy:  0.553, Validation Accuracy:  0.553, Loss:  1.164
Epoch   8 Batch   89/134 - Train Accuracy:  0.540, Validation Accuracy:  0.558, Loss:  1.188
Epoch   8 Batch   90/134 - Train Accuracy:  0.532, Validation Accuracy:  0.554, Loss:  1.203
Epoch   8 Batch   91/134 - Train Accuracy:  0.589, Validation Accuracy:  0.550, Loss:  1.032
Epoch   8 Batch   92/134 - Train Accuracy:  0.530, Validation Accuracy:  0.550, Loss:  1.183
Epoch   8 Batch   93/134 - Train Accuracy:  0.540, Validation Accuracy:  0.552, Loss:  1.162
Epoch   8 Batch   94/134 - Train Accuracy:  0.533, Validation Accuracy:  0.555, Loss:  1.182
Epoch   8 Batch   95/134 - Train Accuracy:  0.538, Validation Accuracy:  0.552, Loss:  1.199
Epoch   8 Batch   96/134 - Train Accuracy:  0.528, Validation Accuracy:  0.550, Loss:  1.191
Epoch   8 Batch   97/134 - Train Accuracy:  0.518, Validation Accuracy:  0.551, Loss:  1.192
Epoch   8 Batch   98/134 - Train Accuracy:  0.505, Validation Accuracy:  0.555, Loss:  1.256
Epoch   8 Batch   99/134 - Train Accuracy:  0.535, Validation Accuracy:  0.558, Loss:  1.201
Epoch   8 Batch  100/134 - Train Accuracy:  0.529, Validation Accuracy:  0.550, Loss:  1.196
Epoch   8 Batch  101/134 - Train Accuracy:  0.508, Validation Accuracy:  0.550, Loss:  1.231
Epoch   8 Batch  102/134 - Train Accuracy:  0.523, Validation Accuracy:  0.551, Loss:  1.187
Epoch   8 Batch  103/134 - Train Accuracy:  0.550, Validation Accuracy:  0.554, Loss:  1.141
Epoch   8 Batch  104/134 - Train Accuracy:  0.534, Validation Accuracy:  0.556, Loss:  1.171
Epoch   8 Batch  105/134 - Train Accuracy:  0.542, Validation Accuracy:  0.555, Loss:  1.166
Epoch   8 Batch  106/134 - Train Accuracy:  0.534, Validation Accuracy:  0.553, Loss:  1.168
Epoch   8 Batch  107/134 - Train Accuracy:  0.553, Validation Accuracy:  0.551, Loss:  1.131
Epoch   8 Batch  108/134 - Train Accuracy:  0.509, Validation Accuracy:  0.557, Loss:  1.231
Epoch   8 Batch  109/134 - Train Accuracy:  0.559, Validation Accuracy:  0.560, Loss:  1.118
Epoch   8 Batch  110/134 - Train Accuracy:  0.540, Validation Accuracy:  0.554, Loss:  1.155
Epoch   8 Batch  111/134 - Train Accuracy:  0.532, Validation Accuracy:  0.548, Loss:  1.167
Epoch   8 Batch  112/134 - Train Accuracy:  0.532, Validation Accuracy:  0.555, Loss:  1.162
Epoch   8 Batch  113/134 - Train Accuracy:  0.593, Validation Accuracy:  0.558, Loss:  1.034
Epoch   8 Batch  114/134 - Train Accuracy:  0.534, Validation Accuracy:  0.559, Loss:  1.174
Epoch   8 Batch  115/134 - Train Accuracy:  0.497, Validation Accuracy:  0.552, Loss:  1.231
Epoch   8 Batch  116/134 - Train Accuracy:  0.531, Validation Accuracy:  0.554, Loss:  1.177
Epoch   8 Batch  117/134 - Train Accuracy:  0.535, Validation Accuracy:  0.553, Loss:  1.170
Epoch   8 Batch  118/134 - Train Accuracy:  0.523, Validation Accuracy:  0.548, Loss:  1.166
Epoch   8 Batch  119/134 - Train Accuracy:  0.568, Validation Accuracy:  0.550, Loss:  1.077
Epoch   8 Batch  120/134 - Train Accuracy:  0.531, Validation Accuracy:  0.553, Loss:  1.161
Epoch   8 Batch  121/134 - Train Accuracy:  0.540, Validation Accuracy:  0.552, Loss:  1.139
Epoch   8 Batch  122/134 - Train Accuracy:  0.529, Validation Accuracy:  0.549, Loss:  1.167
Epoch   8 Batch  123/134 - Train Accuracy:  0.536, Validation Accuracy:  0.552, Loss:  1.149
Epoch   8 Batch  124/134 - Train Accuracy:  0.564, Validation Accuracy:  0.556, Loss:  1.100
Epoch   8 Batch  125/134 - Train Accuracy:  0.533, Validation Accuracy:  0.553, Loss:  1.162
Epoch   8 Batch  126/134 - Train Accuracy:  0.521, Validation Accuracy:  0.548, Loss:  1.155
Epoch   8 Batch  127/134 - Train Accuracy:  0.550, Validation Accuracy:  0.559, Loss:  1.129
Epoch   8 Batch  128/134 - Train Accuracy:  0.525, Validation Accuracy:  0.557, Loss:  1.173
Epoch   8 Batch  129/134 - Train Accuracy:  0.529, Validation Accuracy:  0.545, Loss:  1.158
Epoch   8 Batch  130/134 - Train Accuracy:  0.520, Validation Accuracy:  0.548, Loss:  1.170
Epoch   8 Batch  131/134 - Train Accuracy:  0.522, Validation Accuracy:  0.557, Loss:  1.212
Epoch   8 Batch  132/134 - Train Accuracy:  0.534, Validation Accuracy:  0.555, Loss:  1.136
Epoch   9 Batch    0/134 - Train Accuracy:  0.518, Validation Accuracy:  0.548, Loss:  1.164
Epoch   9 Batch    1/134 - Train Accuracy:  0.506, Validation Accuracy:  0.551, Loss:  1.196
Epoch   9 Batch    2/134 - Train Accuracy:  0.534, Validation Accuracy:  0.554, Loss:  1.122
Epoch   9 Batch    3/134 - Train Accuracy:  0.532, Validation Accuracy:  0.549, Loss:  1.147
Epoch   9 Batch    4/134 - Train Accuracy:  0.520, Validation Accuracy:  0.548, Loss:  1.144
Epoch   9 Batch    5/134 - Train Accuracy:  0.519, Validation Accuracy:  0.547, Loss:  1.154
Epoch   9 Batch    6/134 - Train Accuracy:  0.548, Validation Accuracy:  0.547, Loss:  1.077
Epoch   9 Batch    7/134 - Train Accuracy:  0.521, Validation Accuracy:  0.550, Loss:  1.156
Epoch   9 Batch    8/134 - Train Accuracy:  0.530, Validation Accuracy:  0.555, Loss:  1.128
Epoch   9 Batch    9/134 - Train Accuracy:  0.558, Validation Accuracy:  0.555, Loss:  1.088
Epoch   9 Batch   10/134 - Train Accuracy:  0.529, Validation Accuracy:  0.549, Loss:  1.149
Epoch   9 Batch   11/134 - Train Accuracy:  0.530, Validation Accuracy:  0.549, Loss:  1.133
Epoch   9 Batch   12/134 - Train Accuracy:  0.552, Validation Accuracy:  0.551, Loss:  1.072
Epoch   9 Batch   13/134 - Train Accuracy:  0.523, Validation Accuracy:  0.557, Loss:  1.150
Epoch   9 Batch   14/134 - Train Accuracy:  0.533, Validation Accuracy:  0.555, Loss:  1.129
Epoch   9 Batch   15/134 - Train Accuracy:  0.532, Validation Accuracy:  0.552, Loss:  1.130
Epoch   9 Batch   16/134 - Train Accuracy:  0.535, Validation Accuracy:  0.551, Loss:  1.119
Epoch   9 Batch   17/134 - Train Accuracy:  0.533, Validation Accuracy:  0.553, Loss:  1.139
Epoch   9 Batch   18/134 - Train Accuracy:  0.531, Validation Accuracy:  0.556, Loss:  1.147
Epoch   9 Batch   19/134 - Train Accuracy:  0.533, Validation Accuracy:  0.555, Loss:  1.123
Epoch   9 Batch   20/134 - Train Accuracy:  0.551, Validation Accuracy:  0.551, Loss:  1.080
Epoch   9 Batch   21/134 - Train Accuracy:  0.540, Validation Accuracy:  0.547, Loss:  1.115
Epoch   9 Batch   22/134 - Train Accuracy:  0.506, Validation Accuracy:  0.554, Loss:  1.184
Epoch   9 Batch   23/134 - Train Accuracy:  0.561, Validation Accuracy:  0.556, Loss:  1.053
Epoch   9 Batch   24/134 - Train Accuracy:  0.512, Validation Accuracy:  0.551, Loss:  1.170
Epoch   9 Batch   25/134 - Train Accuracy:  0.515, Validation Accuracy:  0.547, Loss:  1.127
Epoch   9 Batch   26/134 - Train Accuracy:  0.506, Validation Accuracy:  0.548, Loss:  1.187
Epoch   9 Batch   27/134 - Train Accuracy:  0.524, Validation Accuracy:  0.548, Loss:  1.123
Epoch   9 Batch   28/134 - Train Accuracy:  0.531, Validation Accuracy:  0.547, Loss:  1.129
Epoch   9 Batch   29/134 - Train Accuracy:  0.541, Validation Accuracy:  0.546, Loss:  1.076
Epoch   9 Batch   30/134 - Train Accuracy:  0.543, Validation Accuracy:  0.546, Loss:  1.080
Epoch   9 Batch   31/134 - Train Accuracy:  0.515, Validation Accuracy:  0.548, Loss:  1.132
Epoch   9 Batch   32/134 - Train Accuracy:  0.544, Validation Accuracy:  0.549, Loss:  1.082
Epoch   9 Batch   33/134 - Train Accuracy:  0.525, Validation Accuracy:  0.555, Loss:  1.138
Epoch   9 Batch   34/134 - Train Accuracy:  0.538, Validation Accuracy:  0.554, Loss:  1.135
Epoch   9 Batch   35/134 - Train Accuracy:  0.549, Validation Accuracy:  0.549, Loss:  1.074
Epoch   9 Batch   36/134 - Train Accuracy:  0.529, Validation Accuracy:  0.551, Loss:  1.121
Epoch   9 Batch   37/134 - Train Accuracy:  0.513, Validation Accuracy:  0.548, Loss:  1.134
Epoch   9 Batch   38/134 - Train Accuracy:  0.525, Validation Accuracy:  0.550, Loss:  1.125
Epoch   9 Batch   39/134 - Train Accuracy:  0.528, Validation Accuracy:  0.546, Loss:  1.098
Epoch   9 Batch   40/134 - Train Accuracy:  0.534, Validation Accuracy:  0.549, Loss:  1.113
Epoch   9 Batch   41/134 - Train Accuracy:  0.537, Validation Accuracy:  0.551, Loss:  1.093
Epoch   9 Batch   42/134 - Train Accuracy:  0.520, Validation Accuracy:  0.549, Loss:  1.130
Epoch   9 Batch   43/134 - Train Accuracy:  0.530, Validation Accuracy:  0.549, Loss:  1.126
Epoch   9 Batch   44/134 - Train Accuracy:  0.531, Validation Accuracy:  0.553, Loss:  1.116
Epoch   9 Batch   45/134 - Train Accuracy:  0.527, Validation Accuracy:  0.550, Loss:  1.097
Epoch   9 Batch   46/134 - Train Accuracy:  0.545, Validation Accuracy:  0.550, Loss:  1.072
Epoch   9 Batch   47/134 - Train Accuracy:  0.528, Validation Accuracy:  0.550, Loss:  1.105
Epoch   9 Batch   48/134 - Train Accuracy:  0.535, Validation Accuracy:  0.552, Loss:  1.105
Epoch   9 Batch   49/134 - Train Accuracy:  0.539, Validation Accuracy:  0.554, Loss:  1.101
Epoch   9 Batch   50/134 - Train Accuracy:  0.527, Validation Accuracy:  0.550, Loss:  1.101
Epoch   9 Batch   51/134 - Train Accuracy:  0.526, Validation Accuracy:  0.551, Loss:  1.109
Epoch   9 Batch   52/134 - Train Accuracy:  0.526, Validation Accuracy:  0.554, Loss:  1.113
Epoch   9 Batch   53/134 - Train Accuracy:  0.527, Validation Accuracy:  0.552, Loss:  1.102
Epoch   9 Batch   54/134 - Train Accuracy:  0.519, Validation Accuracy:  0.549, Loss:  1.110
Epoch   9 Batch   55/134 - Train Accuracy:  0.522, Validation Accuracy:  0.550, Loss:  1.117
Epoch   9 Batch   56/134 - Train Accuracy:  0.548, Validation Accuracy:  0.553, Loss:  1.052
Epoch   9 Batch   57/134 - Train Accuracy:  0.536, Validation Accuracy:  0.552, Loss:  1.096
Epoch   9 Batch   58/134 - Train Accuracy:  0.525, Validation Accuracy:  0.547, Loss:  1.086
Epoch   9 Batch   59/134 - Train Accuracy:  0.512, Validation Accuracy:  0.551, Loss:  1.155
Epoch   9 Batch   60/134 - Train Accuracy:  0.532, Validation Accuracy:  0.551, Loss:  1.089
Epoch   9 Batch   61/134 - Train Accuracy:  0.526, Validation Accuracy:  0.552, Loss:  1.091
Epoch   9 Batch   62/134 - Train Accuracy:  0.521, Validation Accuracy:  0.546, Loss:  1.077
Epoch   9 Batch   63/134 - Train Accuracy:  0.538, Validation Accuracy:  0.551, Loss:  1.092
Epoch   9 Batch   64/134 - Train Accuracy:  0.527, Validation Accuracy:  0.552, Loss:  1.115
Epoch   9 Batch   65/134 - Train Accuracy:  0.534, Validation Accuracy:  0.550, Loss:  1.092
Epoch   9 Batch   66/134 - Train Accuracy:  0.522, Validation Accuracy:  0.548, Loss:  1.082
Epoch   9 Batch   67/134 - Train Accuracy:  0.498, Validation Accuracy:  0.551, Loss:  1.168
Epoch   9 Batch   68/134 - Train Accuracy:  0.511, Validation Accuracy:  0.550, Loss:  1.128
Epoch   9 Batch   69/134 - Train Accuracy:  0.532, Validation Accuracy:  0.548, Loss:  1.092
Epoch   9 Batch   70/134 - Train Accuracy:  0.539, Validation Accuracy:  0.548, Loss:  1.070
Epoch   9 Batch   71/134 - Train Accuracy:  0.533, Validation Accuracy:  0.547, Loss:  1.086
Epoch   9 Batch   72/134 - Train Accuracy:  0.523, Validation Accuracy:  0.548, Loss:  1.086
Epoch   9 Batch   73/134 - Train Accuracy:  0.549, Validation Accuracy:  0.548, Loss:  1.063
Epoch   9 Batch   74/134 - Train Accuracy:  0.534, Validation Accuracy:  0.549, Loss:  1.097
Epoch   9 Batch   75/134 - Train Accuracy:  0.559, Validation Accuracy:  0.550, Loss:  1.040
Epoch   9 Batch   76/134 - Train Accuracy:  0.535, Validation Accuracy:  0.552, Loss:  1.080
Epoch   9 Batch   77/134 - Train Accuracy:  0.560, Validation Accuracy:  0.550, Loss:  1.026
Epoch   9 Batch   78/134 - Train Accuracy:  0.525, Validation Accuracy:  0.550, Loss:  1.088
Epoch   9 Batch   79/134 - Train Accuracy:  0.535, Validation Accuracy:  0.553, Loss:  1.090
Epoch   9 Batch   80/134 - Train Accuracy:  0.525, Validation Accuracy:  0.557, Loss:  1.089
Epoch   9 Batch   81/134 - Train Accuracy:  0.534, Validation Accuracy:  0.554, Loss:  1.078
Epoch   9 Batch   82/134 - Train Accuracy:  0.548, Validation Accuracy:  0.551, Loss:  1.016
Epoch   9 Batch   83/134 - Train Accuracy:  0.533, Validation Accuracy:  0.554, Loss:  1.090
Epoch   9 Batch   84/134 - Train Accuracy:  0.529, Validation Accuracy:  0.555, Loss:  1.078
Epoch   9 Batch   85/134 - Train Accuracy:  0.534, Validation Accuracy:  0.553, Loss:  1.069
Epoch   9 Batch   86/134 - Train Accuracy:  0.528, Validation Accuracy:  0.554, Loss:  1.080
Epoch   9 Batch   87/134 - Train Accuracy:  0.541, Validation Accuracy:  0.554, Loss:  1.085
Epoch   9 Batch   88/134 - Train Accuracy:  0.556, Validation Accuracy:  0.555, Loss:  1.043
Epoch   9 Batch   89/134 - Train Accuracy:  0.538, Validation Accuracy:  0.552, Loss:  1.064
Epoch   9 Batch   90/134 - Train Accuracy:  0.532, Validation Accuracy:  0.552, Loss:  1.083
Epoch   9 Batch   91/134 - Train Accuracy:  0.592, Validation Accuracy:  0.553, Loss:  0.927
Epoch   9 Batch   92/134 - Train Accuracy:  0.539, Validation Accuracy:  0.555, Loss:  1.062
Epoch   9 Batch   93/134 - Train Accuracy:  0.539, Validation Accuracy:  0.554, Loss:  1.045
Epoch   9 Batch   94/134 - Train Accuracy:  0.530, Validation Accuracy:  0.551, Loss:  1.061
Epoch   9 Batch   95/134 - Train Accuracy:  0.539, Validation Accuracy:  0.555, Loss:  1.076
Epoch   9 Batch   96/134 - Train Accuracy:  0.538, Validation Accuracy:  0.553, Loss:  1.072
Epoch   9 Batch   97/134 - Train Accuracy:  0.518, Validation Accuracy:  0.551, Loss:  1.072
Epoch   9 Batch   98/134 - Train Accuracy:  0.496, Validation Accuracy:  0.549, Loss:  1.131
Epoch   9 Batch   99/134 - Train Accuracy:  0.532, Validation Accuracy:  0.554, Loss:  1.080
Epoch   9 Batch  100/134 - Train Accuracy:  0.528, Validation Accuracy:  0.553, Loss:  1.075
Epoch   9 Batch  101/134 - Train Accuracy:  0.504, Validation Accuracy:  0.549, Loss:  1.108
Epoch   9 Batch  102/134 - Train Accuracy:  0.518, Validation Accuracy:  0.548, Loss:  1.068
Epoch   9 Batch  103/134 - Train Accuracy:  0.547, Validation Accuracy:  0.552, Loss:  1.028
Epoch   9 Batch  104/134 - Train Accuracy:  0.535, Validation Accuracy:  0.553, Loss:  1.052
Epoch   9 Batch  105/134 - Train Accuracy:  0.539, Validation Accuracy:  0.550, Loss:  1.050
Epoch   9 Batch  106/134 - Train Accuracy:  0.534, Validation Accuracy:  0.550, Loss:  1.051
Epoch   9 Batch  107/134 - Train Accuracy:  0.556, Validation Accuracy:  0.552, Loss:  1.017
Epoch   9 Batch  108/134 - Train Accuracy:  0.506, Validation Accuracy:  0.551, Loss:  1.106
Epoch   9 Batch  109/134 - Train Accuracy:  0.549, Validation Accuracy:  0.550, Loss:  1.005
Epoch   9 Batch  110/134 - Train Accuracy:  0.539, Validation Accuracy:  0.550, Loss:  1.038
Epoch   9 Batch  111/134 - Train Accuracy:  0.536, Validation Accuracy:  0.550, Loss:  1.051
Epoch   9 Batch  112/134 - Train Accuracy:  0.526, Validation Accuracy:  0.550, Loss:  1.044
Epoch   9 Batch  113/134 - Train Accuracy:  0.589, Validation Accuracy:  0.551, Loss:  0.931
Epoch   9 Batch  114/134 - Train Accuracy:  0.532, Validation Accuracy:  0.555, Loss:  1.054
Epoch   9 Batch  115/134 - Train Accuracy:  0.500, Validation Accuracy:  0.553, Loss:  1.107
Epoch   9 Batch  116/134 - Train Accuracy:  0.532, Validation Accuracy:  0.552, Loss:  1.060
Epoch   9 Batch  117/134 - Train Accuracy:  0.537, Validation Accuracy:  0.554, Loss:  1.051
Epoch   9 Batch  118/134 - Train Accuracy:  0.536, Validation Accuracy:  0.552, Loss:  1.046
Epoch   9 Batch  119/134 - Train Accuracy:  0.576, Validation Accuracy:  0.550, Loss:  0.967
Epoch   9 Batch  120/134 - Train Accuracy:  0.532, Validation Accuracy:  0.551, Loss:  1.048
Epoch   9 Batch  121/134 - Train Accuracy:  0.545, Validation Accuracy:  0.554, Loss:  1.024
Epoch   9 Batch  122/134 - Train Accuracy:  0.539, Validation Accuracy:  0.553, Loss:  1.053
Epoch   9 Batch  123/134 - Train Accuracy:  0.536, Validation Accuracy:  0.550, Loss:  1.033
Epoch   9 Batch  124/134 - Train Accuracy:  0.560, Validation Accuracy:  0.550, Loss:  0.989
Epoch   9 Batch  125/134 - Train Accuracy:  0.539, Validation Accuracy:  0.556, Loss:  1.044
Epoch   9 Batch  126/134 - Train Accuracy:  0.526, Validation Accuracy:  0.553, Loss:  1.041
Epoch   9 Batch  127/134 - Train Accuracy:  0.546, Validation Accuracy:  0.551, Loss:  1.013
Epoch   9 Batch  128/134 - Train Accuracy:  0.525, Validation Accuracy:  0.552, Loss:  1.056
Epoch   9 Batch  129/134 - Train Accuracy:  0.538, Validation Accuracy:  0.551, Loss:  1.040
Epoch   9 Batch  130/134 - Train Accuracy:  0.524, Validation Accuracy:  0.549, Loss:  1.051
Epoch   9 Batch  131/134 - Train Accuracy:  0.519, Validation Accuracy:  0.550, Loss:  1.088
Epoch   9 Batch  132/134 - Train Accuracy:  0.534, Validation Accuracy:  0.551, Loss:  1.020
Epoch  10 Batch    0/134 - Train Accuracy:  0.525, Validation Accuracy:  0.551, Loss:  1.045
Epoch  10 Batch    1/134 - Train Accuracy:  0.509, Validation Accuracy:  0.552, Loss:  1.076
Epoch  10 Batch    2/134 - Train Accuracy:  0.528, Validation Accuracy:  0.551, Loss:  1.012
Epoch  10 Batch    3/134 - Train Accuracy:  0.535, Validation Accuracy:  0.550, Loss:  1.032
Epoch  10 Batch    4/134 - Train Accuracy:  0.520, Validation Accuracy:  0.549, Loss:  1.031
Epoch  10 Batch    5/134 - Train Accuracy:  0.520, Validation Accuracy:  0.546, Loss:  1.045
Epoch  10 Batch    6/134 - Train Accuracy:  0.551, Validation Accuracy:  0.548, Loss:  0.971
Epoch  10 Batch    7/134 - Train Accuracy:  0.527, Validation Accuracy:  0.554, Loss:  1.039
Epoch  10 Batch    8/134 - Train Accuracy:  0.531, Validation Accuracy:  0.551, Loss:  1.017
Epoch  10 Batch    9/134 - Train Accuracy:  0.554, Validation Accuracy:  0.546, Loss:  0.979
Epoch  10 Batch   10/134 - Train Accuracy:  0.530, Validation Accuracy:  0.545, Loss:  1.037
Epoch  10 Batch   11/134 - Train Accuracy:  0.535, Validation Accuracy:  0.551, Loss:  1.022
Epoch  10 Batch   12/134 - Train Accuracy:  0.557, Validation Accuracy:  0.555, Loss:  0.968
Epoch  10 Batch   13/134 - Train Accuracy:  0.520, Validation Accuracy:  0.549, Loss:  1.036
Epoch  10 Batch   14/134 - Train Accuracy:  0.531, Validation Accuracy:  0.547, Loss:  1.014
Epoch  10 Batch   15/134 - Train Accuracy:  0.535, Validation Accuracy:  0.551, Loss:  1.017
Epoch  10 Batch   16/134 - Train Accuracy:  0.539, Validation Accuracy:  0.553, Loss:  1.009
Epoch  10 Batch   17/134 - Train Accuracy:  0.536, Validation Accuracy:  0.552, Loss:  1.027
Epoch  10 Batch   18/134 - Train Accuracy:  0.524, Validation Accuracy:  0.548, Loss:  1.035
Epoch  10 Batch   19/134 - Train Accuracy:  0.535, Validation Accuracy:  0.551, Loss:  1.013
Epoch  10 Batch   20/134 - Train Accuracy:  0.559, Validation Accuracy:  0.554, Loss:  0.976
Epoch  10 Batch   21/134 - Train Accuracy:  0.542, Validation Accuracy:  0.551, Loss:  1.007
Epoch  10 Batch   22/134 - Train Accuracy:  0.506, Validation Accuracy:  0.551, Loss:  1.067
Epoch  10 Batch   23/134 - Train Accuracy:  0.558, Validation Accuracy:  0.552, Loss:  0.949
Epoch  10 Batch   24/134 - Train Accuracy:  0.511, Validation Accuracy:  0.551, Loss:  1.054
Epoch  10 Batch   25/134 - Train Accuracy:  0.519, Validation Accuracy:  0.549, Loss:  1.017
Epoch  10 Batch   26/134 - Train Accuracy:  0.511, Validation Accuracy:  0.549, Loss:  1.068
Epoch  10 Batch   27/134 - Train Accuracy:  0.532, Validation Accuracy:  0.550, Loss:  1.014
Epoch  10 Batch   28/134 - Train Accuracy:  0.534, Validation Accuracy:  0.547, Loss:  1.018
Epoch  10 Batch   29/134 - Train Accuracy:  0.550, Validation Accuracy:  0.549, Loss:  0.967
Epoch  10 Batch   30/134 - Train Accuracy:  0.551, Validation Accuracy:  0.550, Loss:  0.973
Epoch  10 Batch   31/134 - Train Accuracy:  0.519, Validation Accuracy:  0.548, Loss:  1.022
Epoch  10 Batch   32/134 - Train Accuracy:  0.545, Validation Accuracy:  0.545, Loss:  0.976
Epoch  10 Batch   33/134 - Train Accuracy:  0.524, Validation Accuracy:  0.547, Loss:  1.026
Epoch  10 Batch   34/134 - Train Accuracy:  0.537, Validation Accuracy:  0.554, Loss:  1.027
Epoch  10 Batch   35/134 - Train Accuracy:  0.552, Validation Accuracy:  0.550, Loss:  0.971
Epoch  10 Batch   36/134 - Train Accuracy:  0.530, Validation Accuracy:  0.545, Loss:  1.011
Epoch  10 Batch   37/134 - Train Accuracy:  0.519, Validation Accuracy:  0.553, Loss:  1.024
Epoch  10 Batch   38/134 - Train Accuracy:  0.538, Validation Accuracy:  0.554, Loss:  1.013
Epoch  10 Batch   39/134 - Train Accuracy:  0.539, Validation Accuracy:  0.553, Loss:  0.993
Epoch  10 Batch   40/134 - Train Accuracy:  0.540, Validation Accuracy:  0.549, Loss:  1.001
Epoch  10 Batch   41/134 - Train Accuracy:  0.541, Validation Accuracy:  0.551, Loss:  0.990
Epoch  10 Batch   42/134 - Train Accuracy:  0.522, Validation Accuracy:  0.547, Loss:  1.018
Epoch  10 Batch   43/134 - Train Accuracy:  0.525, Validation Accuracy:  0.547, Loss:  1.018
Epoch  10 Batch   44/134 - Train Accuracy:  0.525, Validation Accuracy:  0.548, Loss:  1.008
Epoch  10 Batch   45/134 - Train Accuracy:  0.526, Validation Accuracy:  0.550, Loss:  0.988
Epoch  10 Batch   46/134 - Train Accuracy:  0.555, Validation Accuracy:  0.551, Loss:  0.969
Epoch  10 Batch   47/134 - Train Accuracy:  0.530, Validation Accuracy:  0.550, Loss:  0.999
Epoch  10 Batch   48/134 - Train Accuracy:  0.531, Validation Accuracy:  0.550, Loss:  0.999
Epoch  10 Batch   49/134 - Train Accuracy:  0.540, Validation Accuracy:  0.553, Loss:  0.995
Epoch  10 Batch   50/134 - Train Accuracy:  0.535, Validation Accuracy:  0.553, Loss:  0.995
Epoch  10 Batch   51/134 - Train Accuracy:  0.526, Validation Accuracy:  0.548, Loss:  1.002
Epoch  10 Batch   52/134 - Train Accuracy:  0.518, Validation Accuracy:  0.546, Loss:  1.006
Epoch  10 Batch   53/134 - Train Accuracy:  0.526, Validation Accuracy:  0.552, Loss:  0.995
Epoch  10 Batch   54/134 - Train Accuracy:  0.526, Validation Accuracy:  0.551, Loss:  1.003
Epoch  10 Batch   55/134 - Train Accuracy:  0.521, Validation Accuracy:  0.544, Loss:  1.008
Epoch  10 Batch   56/134 - Train Accuracy:  0.551, Validation Accuracy:  0.550, Loss:  0.952
Epoch  10 Batch   57/134 - Train Accuracy:  0.539, Validation Accuracy:  0.554, Loss:  0.990
Epoch  10 Batch   58/134 - Train Accuracy:  0.533, Validation Accuracy:  0.552, Loss:  0.982
Epoch  10 Batch   59/134 - Train Accuracy:  0.510, Validation Accuracy:  0.547, Loss:  1.042
Epoch  10 Batch   60/134 - Train Accuracy:  0.535, Validation Accuracy:  0.551, Loss:  0.985
Epoch  10 Batch   61/134 - Train Accuracy:  0.529, Validation Accuracy:  0.552, Loss:  0.984
Epoch  10 Batch   62/134 - Train Accuracy:  0.525, Validation Accuracy:  0.548, Loss:  0.975
Epoch  10 Batch   63/134 - Train Accuracy:  0.521, Validation Accuracy:  0.542, Loss:  0.987
Epoch  10 Batch   64/134 - Train Accuracy:  0.525, Validation Accuracy:  0.549, Loss:  1.008
Epoch  10 Batch   65/134 - Train Accuracy:  0.540, Validation Accuracy:  0.553, Loss:  0.986
Epoch  10 Batch   66/134 - Train Accuracy:  0.532, Validation Accuracy:  0.552, Loss:  0.976
Epoch  10 Batch   67/134 - Train Accuracy:  0.492, Validation Accuracy:  0.546, Loss:  1.058
Epoch  10 Batch   68/134 - Train Accuracy:  0.511, Validation Accuracy:  0.548, Loss:  1.020
Epoch  10 Batch   69/134 - Train Accuracy:  0.539, Validation Accuracy:  0.552, Loss:  0.987
Epoch  10 Batch   70/134 - Train Accuracy:  0.540, Validation Accuracy:  0.553, Loss:  0.967
Epoch  10 Batch   71/134 - Train Accuracy:  0.530, Validation Accuracy:  0.544, Loss:  0.984
Epoch  10 Batch   72/134 - Train Accuracy:  0.527, Validation Accuracy:  0.550, Loss:  0.984
Epoch  10 Batch   73/134 - Train Accuracy:  0.549, Validation Accuracy:  0.553, Loss:  0.959
Epoch  10 Batch   74/134 - Train Accuracy:  0.538, Validation Accuracy:  0.550, Loss:  0.995
Epoch  10 Batch   75/134 - Train Accuracy:  0.554, Validation Accuracy:  0.547, Loss:  0.942
Epoch  10 Batch   76/134 - Train Accuracy:  0.525, Validation Accuracy:  0.548, Loss:  0.976
Epoch  10 Batch   77/134 - Train Accuracy:  0.560, Validation Accuracy:  0.553, Loss:  0.929
Epoch  10 Batch   78/134 - Train Accuracy:  0.529, Validation Accuracy:  0.552, Loss:  0.986
Epoch  10 Batch   79/134 - Train Accuracy:  0.529, Validation Accuracy:  0.546, Loss:  0.988
Epoch  10 Batch   80/134 - Train Accuracy:  0.521, Validation Accuracy:  0.546, Loss:  0.986
Epoch  10 Batch   81/134 - Train Accuracy:  0.536, Validation Accuracy:  0.553, Loss:  0.975
Epoch  10 Batch   82/134 - Train Accuracy:  0.549, Validation Accuracy:  0.556, Loss:  0.920
Epoch  10 Batch   83/134 - Train Accuracy:  0.530, Validation Accuracy:  0.553, Loss:  0.987
Epoch  10 Batch   84/134 - Train Accuracy:  0.524, Validation Accuracy:  0.548, Loss:  0.977
Epoch  10 Batch   85/134 - Train Accuracy:  0.537, Validation Accuracy:  0.549, Loss:  0.971
Epoch  10 Batch   86/134 - Train Accuracy:  0.534, Validation Accuracy:  0.554, Loss:  0.976
Epoch  10 Batch   87/134 - Train Accuracy:  0.541, Validation Accuracy:  0.555, Loss:  0.986
Epoch  10 Batch   88/134 - Train Accuracy:  0.547, Validation Accuracy:  0.549, Loss:  0.943
Epoch  10 Batch   89/134 - Train Accuracy:  0.538, Validation Accuracy:  0.549, Loss:  0.967
Epoch  10 Batch   90/134 - Train Accuracy:  0.531, Validation Accuracy:  0.550, Loss:  0.983
Epoch  10 Batch   91/134 - Train Accuracy:  0.592, Validation Accuracy:  0.555, Loss:  0.841
Epoch  10 Batch   92/134 - Train Accuracy:  0.538, Validation Accuracy:  0.558, Loss:  0.962
Epoch  10 Batch   93/134 - Train Accuracy:  0.538, Validation Accuracy:  0.548, Loss:  0.947
Epoch  10 Batch   94/134 - Train Accuracy:  0.525, Validation Accuracy:  0.545, Loss:  0.961
Epoch  10 Batch   95/134 - Train Accuracy:  0.535, Validation Accuracy:  0.556, Loss:  0.973
Epoch  10 Batch   96/134 - Train Accuracy:  0.541, Validation Accuracy:  0.559, Loss:  0.973
Epoch  10 Batch   97/134 - Train Accuracy:  0.522, Validation Accuracy:  0.552, Loss:  0.972
Epoch  10 Batch   98/134 - Train Accuracy:  0.493, Validation Accuracy:  0.544, Loss:  1.025
Epoch  10 Batch   99/134 - Train Accuracy:  0.531, Validation Accuracy:  0.551, Loss:  0.978
Epoch  10 Batch  100/134 - Train Accuracy:  0.529, Validation Accuracy:  0.552, Loss:  0.975
Epoch  10 Batch  101/134 - Train Accuracy:  0.509, Validation Accuracy:  0.550, Loss:  1.007
Epoch  10 Batch  102/134 - Train Accuracy:  0.513, Validation Accuracy:  0.542, Loss:  0.969
Epoch  10 Batch  103/134 - Train Accuracy:  0.544, Validation Accuracy:  0.548, Loss:  0.934
Epoch  10 Batch  104/134 - Train Accuracy:  0.537, Validation Accuracy:  0.552, Loss:  0.951
Epoch  10 Batch  105/134 - Train Accuracy:  0.539, Validation Accuracy:  0.550, Loss:  0.955
Epoch  10 Batch  106/134 - Train Accuracy:  0.531, Validation Accuracy:  0.546, Loss:  0.954
Epoch  10 Batch  107/134 - Train Accuracy:  0.553, Validation Accuracy:  0.551, Loss:  0.924
Epoch  10 Batch  108/134 - Train Accuracy:  0.510, Validation Accuracy:  0.550, Loss:  1.003
Epoch  10 Batch  109/134 - Train Accuracy:  0.553, Validation Accuracy:  0.548, Loss:  0.913
Epoch  10 Batch  110/134 - Train Accuracy:  0.533, Validation Accuracy:  0.550, Loss:  0.943
Epoch  10 Batch  111/134 - Train Accuracy:  0.533, Validation Accuracy:  0.550, Loss:  0.957
Epoch  10 Batch  112/134 - Train Accuracy:  0.531, Validation Accuracy:  0.553, Loss:  0.947
Epoch  10 Batch  113/134 - Train Accuracy:  0.585, Validation Accuracy:  0.553, Loss:  0.845
Epoch  10 Batch  114/134 - Train Accuracy:  0.528, Validation Accuracy:  0.554, Loss:  0.956
Epoch  10 Batch  115/134 - Train Accuracy:  0.500, Validation Accuracy:  0.554, Loss:  1.005
Epoch  10 Batch  116/134 - Train Accuracy:  0.535, Validation Accuracy:  0.554, Loss:  0.964
Epoch  10 Batch  117/134 - Train Accuracy:  0.536, Validation Accuracy:  0.556, Loss:  0.954
Epoch  10 Batch  118/134 - Train Accuracy:  0.530, Validation Accuracy:  0.551, Loss:  0.949
Epoch  10 Batch  119/134 - Train Accuracy:  0.572, Validation Accuracy:  0.550, Loss:  0.877
Epoch  10 Batch  120/134 - Train Accuracy:  0.540, Validation Accuracy:  0.558, Loss:  0.955
Epoch  10 Batch  121/134 - Train Accuracy:  0.553, Validation Accuracy:  0.564, Loss:  0.934
Epoch  10 Batch  122/134 - Train Accuracy:  0.538, Validation Accuracy:  0.558, Loss:  0.957
Epoch  10 Batch  123/134 - Train Accuracy:  0.528, Validation Accuracy:  0.548, Loss:  0.938
Epoch  10 Batch  124/134 - Train Accuracy:  0.554, Validation Accuracy:  0.551, Loss:  0.899
Epoch  10 Batch  125/134 - Train Accuracy:  0.535, Validation Accuracy:  0.557, Loss:  0.948
Epoch  10 Batch  126/134 - Train Accuracy:  0.530, Validation Accuracy:  0.553, Loss:  0.947
Epoch  10 Batch  127/134 - Train Accuracy:  0.540, Validation Accuracy:  0.551, Loss:  0.920
Epoch  10 Batch  128/134 - Train Accuracy:  0.522, Validation Accuracy:  0.556, Loss:  0.961
Epoch  10 Batch  129/134 - Train Accuracy:  0.548, Validation Accuracy:  0.558, Loss:  0.945
Epoch  10 Batch  130/134 - Train Accuracy:  0.528, Validation Accuracy:  0.560, Loss:  0.955
Epoch  10 Batch  131/134 - Train Accuracy:  0.520, Validation Accuracy:  0.555, Loss:  0.988
Epoch  10 Batch  132/134 - Train Accuracy:  0.535, Validation Accuracy:  0.555, Loss:  0.928
Epoch  11 Batch    0/134 - Train Accuracy:  0.530, Validation Accuracy:  0.559, Loss:  0.948
Epoch  11 Batch    1/134 - Train Accuracy:  0.515, Validation Accuracy:  0.558, Loss:  0.979
Epoch  11 Batch    2/134 - Train Accuracy:  0.531, Validation Accuracy:  0.552, Loss:  0.923
Epoch  11 Batch    3/134 - Train Accuracy:  0.534, Validation Accuracy:  0.548, Loss:  0.937
Epoch  11 Batch    4/134 - Train Accuracy:  0.534, Validation Accuracy:  0.553, Loss:  0.940
Epoch  11 Batch    5/134 - Train Accuracy:  0.527, Validation Accuracy:  0.554, Loss:  0.953
Epoch  11 Batch    6/134 - Train Accuracy:  0.557, Validation Accuracy:  0.553, Loss:  0.883
Epoch  11 Batch    7/134 - Train Accuracy:  0.535, Validation Accuracy:  0.558, Loss:  0.943
Epoch  11 Batch    8/134 - Train Accuracy:  0.537, Validation Accuracy:  0.557, Loss:  0.925
Epoch  11 Batch    9/134 - Train Accuracy:  0.565, Validation Accuracy:  0.555, Loss:  0.890
Epoch  11 Batch   10/134 - Train Accuracy:  0.530, Validation Accuracy:  0.553, Loss:  0.941
Epoch  11 Batch   11/134 - Train Accuracy:  0.546, Validation Accuracy:  0.558, Loss:  0.931
Epoch  11 Batch   12/134 - Train Accuracy:  0.560, Validation Accuracy:  0.561, Loss:  0.883
Epoch  11 Batch   13/134 - Train Accuracy:  0.528, Validation Accuracy:  0.559, Loss:  0.942
Epoch  11 Batch   14/134 - Train Accuracy:  0.543, Validation Accuracy:  0.558, Loss:  0.922
Epoch  11 Batch   15/134 - Train Accuracy:  0.541, Validation Accuracy:  0.558, Loss:  0.921
Epoch  11 Batch   16/134 - Train Accuracy:  0.546, Validation Accuracy:  0.559, Loss:  0.917
Epoch  11 Batch   17/134 - Train Accuracy:  0.544, Validation Accuracy:  0.558, Loss:  0.936
Epoch  11 Batch   18/134 - Train Accuracy:  0.524, Validation Accuracy:  0.550, Loss:  0.941
Epoch  11 Batch   19/134 - Train Accuracy:  0.544, Validation Accuracy:  0.555, Loss:  0.923
Epoch  11 Batch   20/134 - Train Accuracy:  0.561, Validation Accuracy:  0.559, Loss:  0.891
Epoch  11 Batch   21/134 - Train Accuracy:  0.549, Validation Accuracy:  0.557, Loss:  0.919
Epoch  11 Batch   22/134 - Train Accuracy:  0.511, Validation Accuracy:  0.555, Loss:  0.970
Epoch  11 Batch   23/134 - Train Accuracy:  0.557, Validation Accuracy:  0.554, Loss:  0.863
Epoch  11 Batch   24/134 - Train Accuracy:  0.513, Validation Accuracy:  0.555, Loss:  0.959
Epoch  11 Batch   25/134 - Train Accuracy:  0.536, Validation Accuracy:  0.559, Loss:  0.924
Epoch  11 Batch   26/134 - Train Accuracy:  0.518, Validation Accuracy:  0.556, Loss:  0.969
Epoch  11 Batch   27/134 - Train Accuracy:  0.544, Validation Accuracy:  0.558, Loss:  0.922
Epoch  11 Batch   28/134 - Train Accuracy:  0.540, Validation Accuracy:  0.557, Loss:  0.926
Epoch  11 Batch   29/134 - Train Accuracy:  0.561, Validation Accuracy:  0.559, Loss:  0.877
Epoch  11 Batch   30/134 - Train Accuracy:  0.563, Validation Accuracy:  0.558, Loss:  0.884
Epoch  11 Batch   31/134 - Train Accuracy:  0.522, Validation Accuracy:  0.554, Loss:  0.930
Epoch  11 Batch   32/134 - Train Accuracy:  0.547, Validation Accuracy:  0.552, Loss:  0.889
Epoch  11 Batch   33/134 - Train Accuracy:  0.530, Validation Accuracy:  0.556, Loss:  0.933
Epoch  11 Batch   34/134 - Train Accuracy:  0.541, Validation Accuracy:  0.560, Loss:  0.937
Epoch  11 Batch   35/134 - Train Accuracy:  0.554, Validation Accuracy:  0.560, Loss:  0.885
Epoch  11 Batch   36/134 - Train Accuracy:  0.541, Validation Accuracy:  0.554, Loss:  0.920
Epoch  11 Batch   37/134 - Train Accuracy:  0.524, Validation Accuracy:  0.559, Loss:  0.932
Epoch  11 Batch   38/134 - Train Accuracy:  0.546, Validation Accuracy:  0.559, Loss:  0.920
Epoch  11 Batch   39/134 - Train Accuracy:  0.551, Validation Accuracy:  0.560, Loss:  0.906
Epoch  11 Batch   40/134 - Train Accuracy:  0.542, Validation Accuracy:  0.557, Loss:  0.911
Epoch  11 Batch   41/134 - Train Accuracy:  0.546, Validation Accuracy:  0.559, Loss:  0.903
Epoch  11 Batch   42/134 - Train Accuracy:  0.530, Validation Accuracy:  0.557, Loss:  0.926
Epoch  11 Batch   43/134 - Train Accuracy:  0.535, Validation Accuracy:  0.556, Loss:  0.927
Epoch  11 Batch   44/134 - Train Accuracy:  0.535, Validation Accuracy:  0.555, Loss:  0.918
Epoch  11 Batch   45/134 - Train Accuracy:  0.537, Validation Accuracy:  0.555, Loss:  0.897
Epoch  11 Batch   46/134 - Train Accuracy:  0.564, Validation Accuracy:  0.562, Loss:  0.881
Epoch  11 Batch   47/134 - Train Accuracy:  0.542, Validation Accuracy:  0.560, Loss:  0.910
Epoch  11 Batch   48/134 - Train Accuracy:  0.539, Validation Accuracy:  0.560, Loss:  0.909
Epoch  11 Batch   49/134 - Train Accuracy:  0.552, Validation Accuracy:  0.560, Loss:  0.904
Epoch  11 Batch   50/134 - Train Accuracy:  0.541, Validation Accuracy:  0.563, Loss:  0.908
Epoch  11 Batch   51/134 - Train Accuracy:  0.534, Validation Accuracy:  0.562, Loss:  0.910
Epoch  11 Batch   52/134 - Train Accuracy:  0.537, Validation Accuracy:  0.560, Loss:  0.916
Epoch  11 Batch   53/134 - Train Accuracy:  0.538, Validation Accuracy:  0.561, Loss:  0.905
Epoch  11 Batch   54/134 - Train Accuracy:  0.541, Validation Accuracy:  0.562, Loss:  0.911
Epoch  11 Batch   55/134 - Train Accuracy:  0.540, Validation Accuracy:  0.557, Loss:  0.917
Epoch  11 Batch   56/134 - Train Accuracy:  0.556, Validation Accuracy:  0.561, Loss:  0.867
Epoch  11 Batch   57/134 - Train Accuracy:  0.547, Validation Accuracy:  0.561, Loss:  0.902
Epoch  11 Batch   58/134 - Train Accuracy:  0.545, Validation Accuracy:  0.559, Loss:  0.894
Epoch  11 Batch   59/134 - Train Accuracy:  0.522, Validation Accuracy:  0.559, Loss:  0.946
Epoch  11 Batch   60/134 - Train Accuracy:  0.542, Validation Accuracy:  0.560, Loss:  0.896
Epoch  11 Batch   61/134 - Train Accuracy:  0.538, Validation Accuracy:  0.560, Loss:  0.896
Epoch  11 Batch   62/134 - Train Accuracy:  0.536, Validation Accuracy:  0.559, Loss:  0.886
Epoch  11 Batch   63/134 - Train Accuracy:  0.531, Validation Accuracy:  0.554, Loss:  0.899
Epoch  11 Batch   64/134 - Train Accuracy:  0.537, Validation Accuracy:  0.557, Loss:  0.915
Epoch  11 Batch   65/134 - Train Accuracy:  0.541, Validation Accuracy:  0.560, Loss:  0.897
Epoch  11 Batch   66/134 - Train Accuracy:  0.538, Validation Accuracy:  0.561, Loss:  0.886
Epoch  11 Batch   67/134 - Train Accuracy:  0.512, Validation Accuracy:  0.560, Loss:  0.964
Epoch  11 Batch   68/134 - Train Accuracy:  0.526, Validation Accuracy:  0.558, Loss:  0.929
Epoch  11 Batch   69/134 - Train Accuracy:  0.553, Validation Accuracy:  0.560, Loss:  0.898
Epoch  11 Batch   70/134 - Train Accuracy:  0.551, Validation Accuracy:  0.562, Loss:  0.877
Epoch  11 Batch   71/134 - Train Accuracy:  0.542, Validation Accuracy:  0.561, Loss:  0.894
Epoch  11 Batch   72/134 - Train Accuracy:  0.539, Validation Accuracy:  0.561, Loss:  0.893
Epoch  11 Batch   73/134 - Train Accuracy:  0.561, Validation Accuracy:  0.562, Loss:  0.871
Epoch  11 Batch   74/134 - Train Accuracy:  0.544, Validation Accuracy:  0.559, Loss:  0.905
Epoch  11 Batch   75/134 - Train Accuracy:  0.560, Validation Accuracy:  0.559, Loss:  0.859
Epoch  11 Batch   76/134 - Train Accuracy:  0.544, Validation Accuracy:  0.562, Loss:  0.886
Epoch  11 Batch   77/134 - Train Accuracy:  0.573, Validation Accuracy:  0.566, Loss:  0.846
Epoch  11 Batch   78/134 - Train Accuracy:  0.547, Validation Accuracy:  0.565, Loss:  0.897
Epoch  11 Batch   79/134 - Train Accuracy:  0.538, Validation Accuracy:  0.563, Loss:  0.898
Epoch  11 Batch   80/134 - Train Accuracy:  0.540, Validation Accuracy:  0.561, Loss:  0.898
Epoch  11 Batch   81/134 - Train Accuracy:  0.545, Validation Accuracy:  0.561, Loss:  0.886
Epoch  11 Batch   82/134 - Train Accuracy:  0.558, Validation Accuracy:  0.559, Loss:  0.836
Epoch  11 Batch   83/134 - Train Accuracy:  0.540, Validation Accuracy:  0.558, Loss:  0.899
Epoch  11 Batch   84/134 - Train Accuracy:  0.539, Validation Accuracy:  0.561, Loss:  0.888
Epoch  11 Batch   85/134 - Train Accuracy:  0.546, Validation Accuracy:  0.561, Loss:  0.885
Epoch  11 Batch   86/134 - Train Accuracy:  0.539, Validation Accuracy:  0.557, Loss:  0.887
Epoch  11 Batch   87/134 - Train Accuracy:  0.547, Validation Accuracy:  0.557, Loss:  0.900
Epoch  11 Batch   88/134 - Train Accuracy:  0.562, Validation Accuracy:  0.561, Loss:  0.854
Epoch  11 Batch   89/134 - Train Accuracy:  0.551, Validation Accuracy:  0.564, Loss:  0.882
Epoch  11 Batch   90/134 - Train Accuracy:  0.547, Validation Accuracy:  0.566, Loss:  0.895
Epoch  11 Batch   91/134 - Train Accuracy:  0.605, Validation Accuracy:  0.560, Loss:  0.767
Epoch  11 Batch   92/134 - Train Accuracy:  0.552, Validation Accuracy:  0.562, Loss:  0.876
Epoch  11 Batch   93/134 - Train Accuracy:  0.558, Validation Accuracy:  0.566, Loss:  0.864
Epoch  11 Batch   94/134 - Train Accuracy:  0.551, Validation Accuracy:  0.567, Loss:  0.873
Epoch  11 Batch   95/134 - Train Accuracy:  0.551, Validation Accuracy:  0.565, Loss:  0.883
Epoch  11 Batch   96/134 - Train Accuracy:  0.546, Validation Accuracy:  0.565, Loss:  0.886
Epoch  11 Batch   97/134 - Train Accuracy:  0.544, Validation Accuracy:  0.565, Loss:  0.886
Epoch  11 Batch   98/134 - Train Accuracy:  0.517, Validation Accuracy:  0.564, Loss:  0.932
Epoch  11 Batch   99/134 - Train Accuracy:  0.552, Validation Accuracy:  0.565, Loss:  0.889
Epoch  11 Batch  100/134 - Train Accuracy:  0.545, Validation Accuracy:  0.562, Loss:  0.886
Epoch  11 Batch  101/134 - Train Accuracy:  0.519, Validation Accuracy:  0.558, Loss:  0.919
Epoch  11 Batch  102/134 - Train Accuracy:  0.541, Validation Accuracy:  0.565, Loss:  0.882
Epoch  11 Batch  103/134 - Train Accuracy:  0.565, Validation Accuracy:  0.567, Loss:  0.850
Epoch  11 Batch  104/134 - Train Accuracy:  0.564, Validation Accuracy:  0.564, Loss:  0.864
Epoch  11 Batch  105/134 - Train Accuracy:  0.553, Validation Accuracy:  0.564, Loss:  0.874
Epoch  11 Batch  106/134 - Train Accuracy:  0.546, Validation Accuracy:  0.560, Loss:  0.872
Epoch  11 Batch  107/134 - Train Accuracy:  0.571, Validation Accuracy:  0.567, Loss:  0.843
Epoch  11 Batch  108/134 - Train Accuracy:  0.535, Validation Accuracy:  0.572, Loss:  0.913
Epoch  11 Batch  109/134 - Train Accuracy:  0.578, Validation Accuracy:  0.572, Loss:  0.832
Epoch  11 Batch  110/134 - Train Accuracy:  0.559, Validation Accuracy:  0.574, Loss:  0.861
Epoch  11 Batch  111/134 - Train Accuracy:  0.549, Validation Accuracy:  0.567, Loss:  0.875
Epoch  11 Batch  112/134 - Train Accuracy:  0.552, Validation Accuracy:  0.566, Loss:  0.862
Epoch  11 Batch  113/134 - Train Accuracy:  0.601, Validation Accuracy:  0.569, Loss:  0.771
Epoch  11 Batch  114/134 - Train Accuracy:  0.546, Validation Accuracy:  0.570, Loss:  0.870
Epoch  11 Batch  115/134 - Train Accuracy:  0.525, Validation Accuracy:  0.565, Loss:  0.917
Epoch  11 Batch  116/134 - Train Accuracy:  0.554, Validation Accuracy:  0.565, Loss:  0.879
Epoch  11 Batch  117/134 - Train Accuracy:  0.554, Validation Accuracy:  0.566, Loss:  0.869
Epoch  11 Batch  118/134 - Train Accuracy:  0.550, Validation Accuracy:  0.568, Loss:  0.866
Epoch  11 Batch  119/134 - Train Accuracy:  0.590, Validation Accuracy:  0.569, Loss:  0.797
Epoch  11 Batch  120/134 - Train Accuracy:  0.548, Validation Accuracy:  0.572, Loss:  0.873
Epoch  11 Batch  121/134 - Train Accuracy:  0.564, Validation Accuracy:  0.571, Loss:  0.853
Epoch  11 Batch  122/134 - Train Accuracy:  0.553, Validation Accuracy:  0.574, Loss:  0.873
Epoch  11 Batch  123/134 - Train Accuracy:  0.557, Validation Accuracy:  0.578, Loss:  0.855
Epoch  11 Batch  124/134 - Train Accuracy:  0.589, Validation Accuracy:  0.581, Loss:  0.818
Epoch  11 Batch  125/134 - Train Accuracy:  0.564, Validation Accuracy:  0.580, Loss:  0.864
Epoch  11 Batch  126/134 - Train Accuracy:  0.563, Validation Accuracy:  0.578, Loss:  0.866
Epoch  11 Batch  127/134 - Train Accuracy:  0.572, Validation Accuracy:  0.575, Loss:  0.838
Epoch  11 Batch  128/134 - Train Accuracy:  0.542, Validation Accuracy:  0.575, Loss:  0.877
Epoch  11 Batch  129/134 - Train Accuracy:  0.570, Validation Accuracy:  0.579, Loss:  0.861
Epoch  11 Batch  130/134 - Train Accuracy:  0.553, Validation Accuracy:  0.579, Loss:  0.871
Epoch  11 Batch  131/134 - Train Accuracy:  0.547, Validation Accuracy:  0.579, Loss:  0.901
Epoch  11 Batch  132/134 - Train Accuracy:  0.564, Validation Accuracy:  0.579, Loss:  0.847
Epoch  12 Batch    0/134 - Train Accuracy:  0.551, Validation Accuracy:  0.577, Loss:  0.862
Epoch  12 Batch    1/134 - Train Accuracy:  0.536, Validation Accuracy:  0.577, Loss:  0.894
Epoch  12 Batch    2/134 - Train Accuracy:  0.554, Validation Accuracy:  0.578, Loss:  0.844
Epoch  12 Batch    3/134 - Train Accuracy:  0.558, Validation Accuracy:  0.579, Loss:  0.853
Epoch  12 Batch    4/134 - Train Accuracy:  0.554, Validation Accuracy:  0.580, Loss:  0.860
Epoch  12 Batch    5/134 - Train Accuracy:  0.555, Validation Accuracy:  0.582, Loss:  0.869
Epoch  12 Batch    6/134 - Train Accuracy:  0.579, Validation Accuracy:  0.582, Loss:  0.808
Epoch  12 Batch    7/134 - Train Accuracy:  0.558, Validation Accuracy:  0.580, Loss:  0.859
Epoch  12 Batch    8/134 - Train Accuracy:  0.555, Validation Accuracy:  0.582, Loss:  0.844
Epoch  12 Batch    9/134 - Train Accuracy:  0.590, Validation Accuracy:  0.581, Loss:  0.810
Epoch  12 Batch   10/134 - Train Accuracy:  0.565, Validation Accuracy:  0.582, Loss:  0.857
Epoch  12 Batch   11/134 - Train Accuracy:  0.574, Validation Accuracy:  0.583, Loss:  0.850
Epoch  12 Batch   12/134 - Train Accuracy:  0.579, Validation Accuracy:  0.583, Loss:  0.807
Epoch  12 Batch   13/134 - Train Accuracy:  0.550, Validation Accuracy:  0.584, Loss:  0.862
Epoch  12 Batch   14/134 - Train Accuracy:  0.570, Validation Accuracy:  0.583, Loss:  0.841
Epoch  12 Batch   15/134 - Train Accuracy:  0.561, Validation Accuracy:  0.583, Loss:  0.838
Epoch  12 Batch   16/134 - Train Accuracy:  0.573, Validation Accuracy:  0.585, Loss:  0.837
Epoch  12 Batch   17/134 - Train Accuracy:  0.572, Validation Accuracy:  0.585, Loss:  0.856
Epoch  12 Batch   18/134 - Train Accuracy:  0.560, Validation Accuracy:  0.583, Loss:  0.858
Epoch  12 Batch   19/134 - Train Accuracy:  0.564, Validation Accuracy:  0.584, Loss:  0.844
Epoch  12 Batch   20/134 - Train Accuracy:  0.584, Validation Accuracy:  0.586, Loss:  0.816
Epoch  12 Batch   21/134 - Train Accuracy:  0.572, Validation Accuracy:  0.587, Loss:  0.842
Epoch  12 Batch   22/134 - Train Accuracy:  0.545, Validation Accuracy:  0.586, Loss:  0.884
Epoch  12 Batch   23/134 - Train Accuracy:  0.586, Validation Accuracy:  0.585, Loss:  0.788
Epoch  12 Batch   24/134 - Train Accuracy:  0.541, Validation Accuracy:  0.587, Loss:  0.874
Epoch  12 Batch   25/134 - Train Accuracy:  0.556, Validation Accuracy:  0.585, Loss:  0.844
Epoch  12 Batch   26/134 - Train Accuracy:  0.543, Validation Accuracy:  0.583, Loss:  0.883
Epoch  12 Batch   27/134 - Train Accuracy:  0.573, Validation Accuracy:  0.584, Loss:  0.844
Epoch  12 Batch   28/134 - Train Accuracy:  0.566, Validation Accuracy:  0.583, Loss:  0.847
Epoch  12 Batch   29/134 - Train Accuracy:  0.585, Validation Accuracy:  0.586, Loss:  0.799
Epoch  12 Batch   30/134 - Train Accuracy:  0.585, Validation Accuracy:  0.586, Loss:  0.807
Epoch  12 Batch   31/134 - Train Accuracy:  0.555, Validation Accuracy:  0.584, Loss:  0.849
Epoch  12 Batch   32/134 - Train Accuracy:  0.573, Validation Accuracy:  0.585, Loss:  0.814
Epoch  12 Batch   33/134 - Train Accuracy:  0.558, Validation Accuracy:  0.585, Loss:  0.853
Epoch  12 Batch   34/134 - Train Accuracy:  0.562, Validation Accuracy:  0.587, Loss:  0.860
Epoch  12 Batch   35/134 - Train Accuracy:  0.581, Validation Accuracy:  0.587, Loss:  0.811
Epoch  12 Batch   36/134 - Train Accuracy:  0.572, Validation Accuracy:  0.583, Loss:  0.841
Epoch  12 Batch   37/134 - Train Accuracy:  0.550, Validation Accuracy:  0.586, Loss:  0.854
Epoch  12 Batch   38/134 - Train Accuracy:  0.574, Validation Accuracy:  0.587, Loss:  0.839
Epoch  12 Batch   39/134 - Train Accuracy:  0.572, Validation Accuracy:  0.586, Loss:  0.832
Epoch  12 Batch   40/134 - Train Accuracy:  0.572, Validation Accuracy:  0.583, Loss:  0.833
Epoch  12 Batch   41/134 - Train Accuracy:  0.572, Validation Accuracy:  0.584, Loss:  0.829
Epoch  12 Batch   42/134 - Train Accuracy:  0.557, Validation Accuracy:  0.584, Loss:  0.846
Epoch  12 Batch   43/134 - Train Accuracy:  0.566, Validation Accuracy:  0.586, Loss:  0.848
Epoch  12 Batch   44/134 - Train Accuracy:  0.564, Validation Accuracy:  0.584, Loss:  0.843
Epoch  12 Batch   45/134 - Train Accuracy:  0.558, Validation Accuracy:  0.582, Loss:  0.821
Epoch  12 Batch   46/134 - Train Accuracy:  0.588, Validation Accuracy:  0.587, Loss:  0.806
Epoch  12 Batch   47/134 - Train Accuracy:  0.566, Validation Accuracy:  0.587, Loss:  0.836
Epoch  12 Batch   48/134 - Train Accuracy:  0.562, Validation Accuracy:  0.587, Loss:  0.833
Epoch  12 Batch   49/134 - Train Accuracy:  0.577, Validation Accuracy:  0.586, Loss:  0.828
Epoch  12 Batch   50/134 - Train Accuracy:  0.562, Validation Accuracy:  0.583, Loss:  0.833
Epoch  12 Batch   51/134 - Train Accuracy:  0.559, Validation Accuracy:  0.583, Loss:  0.833
Epoch  12 Batch   52/134 - Train Accuracy:  0.561, Validation Accuracy:  0.585, Loss:  0.839
Epoch  12 Batch   53/134 - Train Accuracy:  0.557, Validation Accuracy:  0.584, Loss:  0.830
Epoch  12 Batch   54/134 - Train Accuracy:  0.564, Validation Accuracy:  0.584, Loss:  0.835
Epoch  12 Batch   55/134 - Train Accuracy:  0.561, Validation Accuracy:  0.582, Loss:  0.840
Epoch  12 Batch   56/134 - Train Accuracy:  0.571, Validation Accuracy:  0.583, Loss:  0.796
Epoch  12 Batch   57/134 - Train Accuracy:  0.565, Validation Accuracy:  0.586, Loss:  0.830
Epoch  12 Batch   58/134 - Train Accuracy:  0.572, Validation Accuracy:  0.586, Loss:  0.822
Epoch  12 Batch   59/134 - Train Accuracy:  0.546, Validation Accuracy:  0.586, Loss:  0.866
Epoch  12 Batch   60/134 - Train Accuracy:  0.570, Validation Accuracy:  0.586, Loss:  0.821
Epoch  12 Batch   61/134 - Train Accuracy:  0.558, Validation Accuracy:  0.587, Loss:  0.823
Epoch  12 Batch   62/134 - Train Accuracy:  0.558, Validation Accuracy:  0.585, Loss:  0.813
Epoch  12 Batch   63/134 - Train Accuracy:  0.559, Validation Accuracy:  0.585, Loss:  0.826
Epoch  12 Batch   64/134 - Train Accuracy:  0.560, Validation Accuracy:  0.585, Loss:  0.838
Epoch  12 Batch   65/134 - Train Accuracy:  0.565, Validation Accuracy:  0.586, Loss:  0.825
Epoch  12 Batch   66/134 - Train Accuracy:  0.566, Validation Accuracy:  0.588, Loss:  0.812
Epoch  12 Batch   67/134 - Train Accuracy:  0.535, Validation Accuracy:  0.588, Loss:  0.886
Epoch  12 Batch   68/134 - Train Accuracy:  0.558, Validation Accuracy:  0.585, Loss:  0.855
Epoch  12 Batch   69/134 - Train Accuracy:  0.579, Validation Accuracy:  0.585, Loss:  0.827
Epoch  12 Batch   70/134 - Train Accuracy:  0.574, Validation Accuracy:  0.584, Loss:  0.805
Epoch  12 Batch   71/134 - Train Accuracy:  0.565, Validation Accuracy:  0.584, Loss:  0.819
Epoch  12 Batch   72/134 - Train Accuracy:  0.567, Validation Accuracy:  0.583, Loss:  0.819
Epoch  12 Batch   73/134 - Train Accuracy:  0.574, Validation Accuracy:  0.585, Loss:  0.799
Epoch  12 Batch   74/134 - Train Accuracy:  0.563, Validation Accuracy:  0.583, Loss:  0.834
Epoch  12 Batch   75/134 - Train Accuracy:  0.582, Validation Accuracy:  0.583, Loss:  0.792
Epoch  12 Batch   76/134 - Train Accuracy:  0.568, Validation Accuracy:  0.584, Loss:  0.813
Epoch  12 Batch   77/134 - Train Accuracy:  0.590, Validation Accuracy:  0.584, Loss:  0.780
Epoch  12 Batch   78/134 - Train Accuracy:  0.560, Validation Accuracy:  0.583, Loss:  0.825
Epoch  12 Batch   79/134 - Train Accuracy:  0.564, Validation Accuracy:  0.584, Loss:  0.826
Epoch  12 Batch   80/134 - Train Accuracy:  0.567, Validation Accuracy:  0.584, Loss:  0.827
Epoch  12 Batch   81/134 - Train Accuracy:  0.569, Validation Accuracy:  0.585, Loss:  0.816
Epoch  12 Batch   82/134 - Train Accuracy:  0.587, Validation Accuracy:  0.585, Loss:  0.770
Epoch  12 Batch   83/134 - Train Accuracy:  0.566, Validation Accuracy:  0.584, Loss:  0.828
Epoch  12 Batch   84/134 - Train Accuracy:  0.568, Validation Accuracy:  0.586, Loss:  0.818
Epoch  12 Batch   85/134 - Train Accuracy:  0.575, Validation Accuracy:  0.585, Loss:  0.817
Epoch  12 Batch   86/134 - Train Accuracy:  0.560, Validation Accuracy:  0.584, Loss:  0.816
Epoch  12 Batch   87/134 - Train Accuracy:  0.570, Validation Accuracy:  0.584, Loss:  0.831
Epoch  12 Batch   88/134 - Train Accuracy:  0.578, Validation Accuracy:  0.586, Loss:  0.785
Epoch  12 Batch   89/134 - Train Accuracy:  0.564, Validation Accuracy:  0.585, Loss:  0.814
Epoch  12 Batch   90/134 - Train Accuracy:  0.563, Validation Accuracy:  0.585, Loss:  0.824
Epoch  12 Batch   91/134 - Train Accuracy:  0.623, Validation Accuracy:  0.585, Loss:  0.708
Epoch  12 Batch   92/134 - Train Accuracy:  0.571, Validation Accuracy:  0.583, Loss:  0.807
Epoch  12 Batch   93/134 - Train Accuracy:  0.582, Validation Accuracy:  0.586, Loss:  0.798
Epoch  12 Batch   94/134 - Train Accuracy:  0.574, Validation Accuracy:  0.587, Loss:  0.802
Epoch  12 Batch   95/134 - Train Accuracy:  0.570, Validation Accuracy:  0.587, Loss:  0.813
Epoch  12 Batch   96/134 - Train Accuracy:  0.566, Validation Accuracy:  0.589, Loss:  0.817
Epoch  12 Batch   97/134 - Train Accuracy:  0.558, Validation Accuracy:  0.585, Loss:  0.818
Epoch  12 Batch   98/134 - Train Accuracy:  0.538, Validation Accuracy:  0.582, Loss:  0.860
Epoch  12 Batch   99/134 - Train Accuracy:  0.569, Validation Accuracy:  0.584, Loss:  0.821
Epoch  12 Batch  100/134 - Train Accuracy:  0.562, Validation Accuracy:  0.584, Loss:  0.816
Epoch  12 Batch  101/134 - Train Accuracy:  0.544, Validation Accuracy:  0.584, Loss:  0.851
Epoch  12 Batch  102/134 - Train Accuracy:  0.563, Validation Accuracy:  0.583, Loss:  0.812
Epoch  12 Batch  103/134 - Train Accuracy:  0.588, Validation Accuracy:  0.586, Loss:  0.785
Epoch  12 Batch  104/134 - Train Accuracy:  0.587, Validation Accuracy:  0.588, Loss:  0.794
Epoch  12 Batch  105/134 - Train Accuracy:  0.572, Validation Accuracy:  0.587, Loss:  0.810
Epoch  12 Batch  106/134 - Train Accuracy:  0.570, Validation Accuracy:  0.586, Loss:  0.807
Epoch  12 Batch  107/134 - Train Accuracy:  0.582, Validation Accuracy:  0.585, Loss:  0.779
Epoch  12 Batch  108/134 - Train Accuracy:  0.555, Validation Accuracy:  0.589, Loss:  0.843
Epoch  12 Batch  109/134 - Train Accuracy:  0.589, Validation Accuracy:  0.587, Loss:  0.768
Epoch  12 Batch  110/134 - Train Accuracy:  0.576, Validation Accuracy:  0.588, Loss:  0.796
Epoch  12 Batch  111/134 - Train Accuracy:  0.570, Validation Accuracy:  0.585, Loss:  0.811
Epoch  12 Batch  112/134 - Train Accuracy:  0.570, Validation Accuracy:  0.587, Loss:  0.796
Epoch  12 Batch  113/134 - Train Accuracy:  0.619, Validation Accuracy:  0.586, Loss:  0.711
Epoch  12 Batch  114/134 - Train Accuracy:  0.565, Validation Accuracy:  0.587, Loss:  0.804
Epoch  12 Batch  115/134 - Train Accuracy:  0.542, Validation Accuracy:  0.588, Loss:  0.849
Epoch  12 Batch  116/134 - Train Accuracy:  0.571, Validation Accuracy:  0.587, Loss:  0.811
Epoch  12 Batch  117/134 - Train Accuracy:  0.567, Validation Accuracy:  0.587, Loss:  0.803
Epoch  12 Batch  118/134 - Train Accuracy:  0.564, Validation Accuracy:  0.587, Loss:  0.799
Epoch  12 Batch  119/134 - Train Accuracy:  0.605, Validation Accuracy:  0.586, Loss:  0.736
Epoch  12 Batch  120/134 - Train Accuracy:  0.565, Validation Accuracy:  0.587, Loss:  0.810
Epoch  12 Batch  121/134 - Train Accuracy:  0.581, Validation Accuracy:  0.588, Loss:  0.790
Epoch  12 Batch  122/134 - Train Accuracy:  0.563, Validation Accuracy:  0.588, Loss:  0.808
Epoch  12 Batch  123/134 - Train Accuracy:  0.571, Validation Accuracy:  0.589, Loss:  0.791
Epoch  12 Batch  124/134 - Train Accuracy:  0.597, Validation Accuracy:  0.590, Loss:  0.756
Epoch  12 Batch  125/134 - Train Accuracy:  0.575, Validation Accuracy:  0.589, Loss:  0.799
Epoch  12 Batch  126/134 - Train Accuracy:  0.572, Validation Accuracy:  0.591, Loss:  0.804
Epoch  12 Batch  127/134 - Train Accuracy:  0.586, Validation Accuracy:  0.591, Loss:  0.776
Epoch  12 Batch  128/134 - Train Accuracy:  0.551, Validation Accuracy:  0.592, Loss:  0.812
Epoch  12 Batch  129/134 - Train Accuracy:  0.580, Validation Accuracy:  0.590, Loss:  0.799
Epoch  12 Batch  130/134 - Train Accuracy:  0.563, Validation Accuracy:  0.591, Loss:  0.806
Epoch  12 Batch  131/134 - Train Accuracy:  0.560, Validation Accuracy:  0.590, Loss:  0.836
Epoch  12 Batch  132/134 - Train Accuracy:  0.577, Validation Accuracy:  0.590, Loss:  0.786
Epoch  13 Batch    0/134 - Train Accuracy:  0.556, Validation Accuracy:  0.591, Loss:  0.798
Epoch  13 Batch    1/134 - Train Accuracy:  0.551, Validation Accuracy:  0.589, Loss:  0.830
Epoch  13 Batch    2/134 - Train Accuracy:  0.568, Validation Accuracy:  0.590, Loss:  0.782
Epoch  13 Batch    3/134 - Train Accuracy:  0.567, Validation Accuracy:  0.589, Loss:  0.791
Epoch  13 Batch    4/134 - Train Accuracy:  0.565, Validation Accuracy:  0.587, Loss:  0.800
Epoch  13 Batch    5/134 - Train Accuracy:  0.561, Validation Accuracy:  0.587, Loss:  0.808
Epoch  13 Batch    6/134 - Train Accuracy:  0.592, Validation Accuracy:  0.589, Loss:  0.750
Epoch  13 Batch    7/134 - Train Accuracy:  0.568, Validation Accuracy:  0.591, Loss:  0.796
Epoch  13 Batch    8/134 - Train Accuracy:  0.569, Validation Accuracy:  0.591, Loss:  0.784
Epoch  13 Batch    9/134 - Train Accuracy:  0.596, Validation Accuracy:  0.590, Loss:  0.751
Epoch  13 Batch   10/134 - Train Accuracy:  0.571, Validation Accuracy:  0.589, Loss:  0.795
Epoch  13 Batch   11/134 - Train Accuracy:  0.585, Validation Accuracy:  0.592, Loss:  0.790
Epoch  13 Batch   12/134 - Train Accuracy:  0.596, Validation Accuracy:  0.594, Loss:  0.749
Epoch  13 Batch   13/134 - Train Accuracy:  0.563, Validation Accuracy:  0.594, Loss:  0.802
Epoch  13 Batch   14/134 - Train Accuracy:  0.581, Validation Accuracy:  0.592, Loss:  0.781
Epoch  13 Batch   15/134 - Train Accuracy:  0.567, Validation Accuracy:  0.593, Loss:  0.776
Epoch  13 Batch   16/134 - Train Accuracy:  0.579, Validation Accuracy:  0.591, Loss:  0.778
Epoch  13 Batch   17/134 - Train Accuracy:  0.581, Validation Accuracy:  0.593, Loss:  0.796
Epoch  13 Batch   18/134 - Train Accuracy:  0.571, Validation Accuracy:  0.590, Loss:  0.797
Epoch  13 Batch   19/134 - Train Accuracy:  0.572, Validation Accuracy:  0.591, Loss:  0.784
Epoch  13 Batch   20/134 - Train Accuracy:  0.587, Validation Accuracy:  0.587, Loss:  0.759
Epoch  13 Batch   21/134 - Train Accuracy:  0.580, Validation Accuracy:  0.589, Loss:  0.784
Epoch  13 Batch   22/134 - Train Accuracy:  0.554, Validation Accuracy:  0.589, Loss:  0.821
Epoch  13 Batch   23/134 - Train Accuracy:  0.591, Validation Accuracy:  0.591, Loss:  0.732
Epoch  13 Batch   24/134 - Train Accuracy:  0.553, Validation Accuracy:  0.589, Loss:  0.811
Epoch  13 Batch   25/134 - Train Accuracy:  0.563, Validation Accuracy:  0.590, Loss:  0.783
Epoch  13 Batch   26/134 - Train Accuracy:  0.553, Validation Accuracy:  0.591, Loss:  0.820
Epoch  13 Batch   27/134 - Train Accuracy:  0.579, Validation Accuracy:  0.594, Loss:  0.786
Epoch  13 Batch   28/134 - Train Accuracy:  0.578, Validation Accuracy:  0.592, Loss:  0.788
Epoch  13 Batch   29/134 - Train Accuracy:  0.595, Validation Accuracy:  0.590, Loss:  0.742
Epoch  13 Batch   30/134 - Train Accuracy:  0.594, Validation Accuracy:  0.591, Loss:  0.750
Epoch  13 Batch   31/134 - Train Accuracy:  0.562, Validation Accuracy:  0.590, Loss:  0.790
Epoch  13 Batch   32/134 - Train Accuracy:  0.585, Validation Accuracy:  0.588, Loss:  0.757
Epoch  13 Batch   33/134 - Train Accuracy:  0.559, Validation Accuracy:  0.589, Loss:  0.794
Epoch  13 Batch   34/134 - Train Accuracy:  0.574, Validation Accuracy:  0.590, Loss:  0.803
Epoch  13 Batch   35/134 - Train Accuracy:  0.589, Validation Accuracy:  0.592, Loss:  0.755
Epoch  13 Batch   36/134 - Train Accuracy:  0.583, Validation Accuracy:  0.591, Loss:  0.784
Epoch  13 Batch   37/134 - Train Accuracy:  0.559, Validation Accuracy:  0.590, Loss:  0.795
Epoch  13 Batch   38/134 - Train Accuracy:  0.582, Validation Accuracy:  0.591, Loss:  0.779
Epoch  13 Batch   39/134 - Train Accuracy:  0.582, Validation Accuracy:  0.592, Loss:  0.776
Epoch  13 Batch   40/134 - Train Accuracy:  0.581, Validation Accuracy:  0.594, Loss:  0.775
Epoch  13 Batch   41/134 - Train Accuracy:  0.586, Validation Accuracy:  0.595, Loss:  0.775
Epoch  13 Batch   42/134 - Train Accuracy:  0.563, Validation Accuracy:  0.594, Loss:  0.787
Epoch  13 Batch   43/134 - Train Accuracy:  0.580, Validation Accuracy:  0.592, Loss:  0.790
Epoch  13 Batch   44/134 - Train Accuracy:  0.574, Validation Accuracy:  0.590, Loss:  0.786
Epoch  13 Batch   45/134 - Train Accuracy:  0.567, Validation Accuracy:  0.590, Loss:  0.765
Epoch  13 Batch   46/134 - Train Accuracy:  0.595, Validation Accuracy:  0.590, Loss:  0.751
Epoch  13 Batch   47/134 - Train Accuracy:  0.574, Validation Accuracy:  0.592, Loss:  0.780
Epoch  13 Batch   48/134 - Train Accuracy:  0.573, Validation Accuracy:  0.592, Loss:  0.777
Epoch  13 Batch   49/134 - Train Accuracy:  0.589, Validation Accuracy:  0.593, Loss:  0.772
Epoch  13 Batch   50/134 - Train Accuracy:  0.574, Validation Accuracy:  0.596, Loss:  0.779
Epoch  13 Batch   51/134 - Train Accuracy:  0.572, Validation Accuracy:  0.600, Loss:  0.776
Epoch  13 Batch   52/134 - Train Accuracy:  0.574, Validation Accuracy:  0.601, Loss:  0.782
Epoch  13 Batch   53/134 - Train Accuracy:  0.573, Validation Accuracy:  0.599, Loss:  0.775
Epoch  13 Batch   54/134 - Train Accuracy:  0.572, Validation Accuracy:  0.598, Loss:  0.778
Epoch  13 Batch   55/134 - Train Accuracy:  0.578, Validation Accuracy:  0.597, Loss:  0.784
Epoch  13 Batch   56/134 - Train Accuracy:  0.586, Validation Accuracy:  0.596, Loss:  0.743
Epoch  13 Batch   57/134 - Train Accuracy:  0.577, Validation Accuracy:  0.597, Loss:  0.776
Epoch  13 Batch   58/134 - Train Accuracy:  0.590, Validation Accuracy:  0.598, Loss:  0.768
Epoch  13 Batch   59/134 - Train Accuracy:  0.562, Validation Accuracy:  0.597, Loss:  0.807
Epoch  13 Batch   60/134 - Train Accuracy:  0.577, Validation Accuracy:  0.597, Loss:  0.766
Epoch  13 Batch   61/134 - Train Accuracy:  0.575, Validation Accuracy:  0.598, Loss:  0.769
Epoch  13 Batch   62/134 - Train Accuracy:  0.573, Validation Accuracy:  0.597, Loss:  0.759
Epoch  13 Batch   63/134 - Train Accuracy:  0.580, Validation Accuracy:  0.598, Loss:  0.771
Epoch  13 Batch   64/134 - Train Accuracy:  0.581, Validation Accuracy:  0.597, Loss:  0.780
Epoch  13 Batch   65/134 - Train Accuracy:  0.586, Validation Accuracy:  0.598, Loss:  0.773
Epoch  13 Batch   66/134 - Train Accuracy:  0.580, Validation Accuracy:  0.597, Loss:  0.758
Epoch  13 Batch   67/134 - Train Accuracy:  0.549, Validation Accuracy:  0.596, Loss:  0.828
Epoch  13 Batch   68/134 - Train Accuracy:  0.569, Validation Accuracy:  0.598, Loss:  0.801
Epoch  13 Batch   69/134 - Train Accuracy:  0.591, Validation Accuracy:  0.601, Loss:  0.774
Epoch  13 Batch   70/134 - Train Accuracy:  0.595, Validation Accuracy:  0.600, Loss:  0.753
Epoch  13 Batch   71/134 - Train Accuracy:  0.581, Validation Accuracy:  0.598, Loss:  0.763
Epoch  13 Batch   72/134 - Train Accuracy:  0.580, Validation Accuracy:  0.599, Loss:  0.765
Epoch  13 Batch   73/134 - Train Accuracy:  0.594, Validation Accuracy:  0.599, Loss:  0.746
Epoch  13 Batch   74/134 - Train Accuracy:  0.582, Validation Accuracy:  0.601, Loss:  0.781
Epoch  13 Batch   75/134 - Train Accuracy:  0.600, Validation Accuracy:  0.601, Loss:  0.742
Epoch  13 Batch   76/134 - Train Accuracy:  0.587, Validation Accuracy:  0.597, Loss:  0.759
Epoch  13 Batch   77/134 - Train Accuracy:  0.611, Validation Accuracy:  0.601, Loss:  0.730
Epoch  13 Batch   78/134 - Train Accuracy:  0.575, Validation Accuracy:  0.602, Loss:  0.772
Epoch  13 Batch   79/134 - Train Accuracy:  0.589, Validation Accuracy:  0.598, Loss:  0.772
Epoch  13 Batch   80/134 - Train Accuracy:  0.583, Validation Accuracy:  0.601, Loss:  0.774
Epoch  13 Batch   81/134 - Train Accuracy:  0.592, Validation Accuracy:  0.601, Loss:  0.762
Epoch  13 Batch   82/134 - Train Accuracy:  0.604, Validation Accuracy:  0.600, Loss:  0.721
Epoch  13 Batch   83/134 - Train Accuracy:  0.581, Validation Accuracy:  0.598, Loss:  0.774
Epoch  13 Batch   84/134 - Train Accuracy:  0.578, Validation Accuracy:  0.600, Loss:  0.765
Epoch  13 Batch   85/134 - Train Accuracy:  0.587, Validation Accuracy:  0.598, Loss:  0.766
Epoch  13 Batch   86/134 - Train Accuracy:  0.575, Validation Accuracy:  0.597, Loss:  0.763
Epoch  13 Batch   87/134 - Train Accuracy:  0.588, Validation Accuracy:  0.597, Loss:  0.780
Epoch  13 Batch   88/134 - Train Accuracy:  0.594, Validation Accuracy:  0.599, Loss:  0.734
Epoch  13 Batch   89/134 - Train Accuracy:  0.584, Validation Accuracy:  0.597, Loss:  0.764
Epoch  13 Batch   90/134 - Train Accuracy:  0.575, Validation Accuracy:  0.595, Loss:  0.771
Epoch  13 Batch   91/134 - Train Accuracy:  0.636, Validation Accuracy:  0.598, Loss:  0.667
Epoch  13 Batch   92/134 - Train Accuracy:  0.582, Validation Accuracy:  0.599, Loss:  0.756
Epoch  13 Batch   93/134 - Train Accuracy:  0.596, Validation Accuracy:  0.600, Loss:  0.750
Epoch  13 Batch   94/134 - Train Accuracy:  0.588, Validation Accuracy:  0.599, Loss:  0.751
Epoch  13 Batch   95/134 - Train Accuracy:  0.590, Validation Accuracy:  0.598, Loss:  0.762
Epoch  13 Batch   96/134 - Train Accuracy:  0.582, Validation Accuracy:  0.598, Loss:  0.767
Epoch  13 Batch   97/134 - Train Accuracy:  0.572, Validation Accuracy:  0.598, Loss:  0.767
Epoch  13 Batch   98/134 - Train Accuracy:  0.560, Validation Accuracy:  0.599, Loss:  0.807
Epoch  13 Batch   99/134 - Train Accuracy:  0.583, Validation Accuracy:  0.598, Loss:  0.769
Epoch  13 Batch  100/134 - Train Accuracy:  0.574, Validation Accuracy:  0.600, Loss:  0.765
Epoch  13 Batch  101/134 - Train Accuracy:  0.563, Validation Accuracy:  0.598, Loss:  0.798
Epoch  13 Batch  102/134 - Train Accuracy:  0.581, Validation Accuracy:  0.600, Loss:  0.761
Epoch  13 Batch  103/134 - Train Accuracy:  0.603, Validation Accuracy:  0.599, Loss:  0.735
Epoch  13 Batch  104/134 - Train Accuracy:  0.601, Validation Accuracy:  0.600, Loss:  0.743
Epoch  13 Batch  105/134 - Train Accuracy:  0.590, Validation Accuracy:  0.599, Loss:  0.761
Epoch  13 Batch  106/134 - Train Accuracy:  0.589, Validation Accuracy:  0.599, Loss:  0.758
Epoch  13 Batch  107/134 - Train Accuracy:  0.600, Validation Accuracy:  0.598, Loss:  0.730
Epoch  13 Batch  108/134 - Train Accuracy:  0.571, Validation Accuracy:  0.600, Loss:  0.790
Epoch  13 Batch  109/134 - Train Accuracy:  0.603, Validation Accuracy:  0.600, Loss:  0.720
Epoch  13 Batch  110/134 - Train Accuracy:  0.600, Validation Accuracy:  0.601, Loss:  0.747
Epoch  13 Batch  111/134 - Train Accuracy:  0.588, Validation Accuracy:  0.599, Loss:  0.763
Epoch  13 Batch  112/134 - Train Accuracy:  0.587, Validation Accuracy:  0.595, Loss:  0.745
Epoch  13 Batch  113/134 - Train Accuracy:  0.639, Validation Accuracy:  0.594, Loss:  0.667
Epoch  13 Batch  114/134 - Train Accuracy:  0.584, Validation Accuracy:  0.599, Loss:  0.753
Epoch  13 Batch  115/134 - Train Accuracy:  0.561, Validation Accuracy:  0.600, Loss:  0.798
Epoch  13 Batch  116/134 - Train Accuracy:  0.585, Validation Accuracy:  0.601, Loss:  0.761
Epoch  13 Batch  117/134 - Train Accuracy:  0.580, Validation Accuracy:  0.599, Loss:  0.752
Epoch  13 Batch  118/134 - Train Accuracy:  0.586, Validation Accuracy:  0.595, Loss:  0.749
Epoch  13 Batch  119/134 - Train Accuracy:  0.621, Validation Accuracy:  0.596, Loss:  0.690
Epoch  13 Batch  120/134 - Train Accuracy:  0.580, Validation Accuracy:  0.597, Loss:  0.762
Epoch  13 Batch  121/134 - Train Accuracy:  0.594, Validation Accuracy:  0.601, Loss:  0.742
Epoch  13 Batch  122/134 - Train Accuracy:  0.580, Validation Accuracy:  0.602, Loss:  0.759
Epoch  13 Batch  123/134 - Train Accuracy:  0.592, Validation Accuracy:  0.601, Loss:  0.743
Epoch  13 Batch  124/134 - Train Accuracy:  0.612, Validation Accuracy:  0.600, Loss:  0.708
Epoch  13 Batch  125/134 - Train Accuracy:  0.592, Validation Accuracy:  0.602, Loss:  0.750
Epoch  13 Batch  126/134 - Train Accuracy:  0.583, Validation Accuracy:  0.605, Loss:  0.756
Epoch  13 Batch  127/134 - Train Accuracy:  0.602, Validation Accuracy:  0.605, Loss:  0.729
Epoch  13 Batch  128/134 - Train Accuracy:  0.567, Validation Accuracy:  0.604, Loss:  0.763
Epoch  13 Batch  129/134 - Train Accuracy:  0.595, Validation Accuracy:  0.598, Loss:  0.751
Epoch  13 Batch  130/134 - Train Accuracy:  0.580, Validation Accuracy:  0.598, Loss:  0.758
Epoch  13 Batch  131/134 - Train Accuracy:  0.577, Validation Accuracy:  0.600, Loss:  0.785
Epoch  13 Batch  132/134 - Train Accuracy:  0.594, Validation Accuracy:  0.602, Loss:  0.740
Epoch  14 Batch    0/134 - Train Accuracy:  0.571, Validation Accuracy:  0.602, Loss:  0.750
Epoch  14 Batch    1/134 - Train Accuracy:  0.566, Validation Accuracy:  0.598, Loss:  0.779
Epoch  14 Batch    2/134 - Train Accuracy:  0.577, Validation Accuracy:  0.599, Loss:  0.735
Epoch  14 Batch    3/134 - Train Accuracy:  0.579, Validation Accuracy:  0.599, Loss:  0.743
Epoch  14 Batch    4/134 - Train Accuracy:  0.583, Validation Accuracy:  0.600, Loss:  0.754
Epoch  14 Batch    5/134 - Train Accuracy:  0.576, Validation Accuracy:  0.597, Loss:  0.760
Epoch  14 Batch    6/134 - Train Accuracy:  0.607, Validation Accuracy:  0.596, Loss:  0.706
Epoch  14 Batch    7/134 - Train Accuracy:  0.585, Validation Accuracy:  0.603, Loss:  0.748
Epoch  14 Batch    8/134 - Train Accuracy:  0.586, Validation Accuracy:  0.603, Loss:  0.737
Epoch  14 Batch    9/134 - Train Accuracy:  0.613, Validation Accuracy:  0.603, Loss:  0.705
Epoch  14 Batch   10/134 - Train Accuracy:  0.592, Validation Accuracy:  0.601, Loss:  0.746
Epoch  14 Batch   11/134 - Train Accuracy:  0.600, Validation Accuracy:  0.607, Loss:  0.743
Epoch  14 Batch   12/134 - Train Accuracy:  0.611, Validation Accuracy:  0.606, Loss:  0.705
Epoch  14 Batch   13/134 - Train Accuracy:  0.576, Validation Accuracy:  0.605, Loss:  0.756
Epoch  14 Batch   14/134 - Train Accuracy:  0.599, Validation Accuracy:  0.603, Loss:  0.734
Epoch  14 Batch   15/134 - Train Accuracy:  0.585, Validation Accuracy:  0.604, Loss:  0.730
Epoch  14 Batch   16/134 - Train Accuracy:  0.597, Validation Accuracy:  0.606, Loss:  0.732
Epoch  14 Batch   17/134 - Train Accuracy:  0.595, Validation Accuracy:  0.606, Loss:  0.749
Epoch  14 Batch   18/134 - Train Accuracy:  0.589, Validation Accuracy:  0.605, Loss:  0.749
Epoch  14 Batch   19/134 - Train Accuracy:  0.588, Validation Accuracy:  0.602, Loss:  0.738
Epoch  14 Batch   20/134 - Train Accuracy:  0.604, Validation Accuracy:  0.602, Loss:  0.715
Epoch  14 Batch   21/134 - Train Accuracy:  0.600, Validation Accuracy:  0.603, Loss:  0.738
Epoch  14 Batch   22/134 - Train Accuracy:  0.576, Validation Accuracy:  0.604, Loss:  0.772
Epoch  14 Batch   23/134 - Train Accuracy:  0.616, Validation Accuracy:  0.606, Loss:  0.688
Epoch  14 Batch   24/134 - Train Accuracy:  0.572, Validation Accuracy:  0.605, Loss:  0.763
Epoch  14 Batch   25/134 - Train Accuracy:  0.583, Validation Accuracy:  0.602, Loss:  0.735
Epoch  14 Batch   26/134 - Train Accuracy:  0.574, Validation Accuracy:  0.602, Loss:  0.770
Epoch  14 Batch   27/134 - Train Accuracy:  0.598, Validation Accuracy:  0.602, Loss:  0.740
Epoch  14 Batch   28/134 - Train Accuracy:  0.595, Validation Accuracy:  0.605, Loss:  0.741
Epoch  14 Batch   29/134 - Train Accuracy:  0.609, Validation Accuracy:  0.603, Loss:  0.698
Epoch  14 Batch   30/134 - Train Accuracy:  0.606, Validation Accuracy:  0.602, Loss:  0.705
Epoch  14 Batch   31/134 - Train Accuracy:  0.576, Validation Accuracy:  0.600, Loss:  0.743
Epoch  14 Batch   32/134 - Train Accuracy:  0.595, Validation Accuracy:  0.600, Loss:  0.714
Epoch  14 Batch   33/134 - Train Accuracy:  0.578, Validation Accuracy:  0.604, Loss:  0.747
Epoch  14 Batch   34/134 - Train Accuracy:  0.591, Validation Accuracy:  0.603, Loss:  0.756
Epoch  14 Batch   35/134 - Train Accuracy:  0.604, Validation Accuracy:  0.601, Loss:  0.713
Epoch  14 Batch   36/134 - Train Accuracy:  0.597, Validation Accuracy:  0.598, Loss:  0.737
Epoch  14 Batch   37/134 - Train Accuracy:  0.576, Validation Accuracy:  0.601, Loss:  0.750
Epoch  14 Batch   38/134 - Train Accuracy:  0.598, Validation Accuracy:  0.604, Loss:  0.731
Epoch  14 Batch   39/134 - Train Accuracy:  0.601, Validation Accuracy:  0.605, Loss:  0.733
Epoch  14 Batch   40/134 - Train Accuracy:  0.600, Validation Accuracy:  0.601, Loss:  0.730
Epoch  14 Batch   41/134 - Train Accuracy:  0.598, Validation Accuracy:  0.599, Loss:  0.732
Epoch  14 Batch   42/134 - Train Accuracy:  0.576, Validation Accuracy:  0.600, Loss:  0.740
Epoch  14 Batch   43/134 - Train Accuracy:  0.594, Validation Accuracy:  0.605, Loss:  0.746
Epoch  14 Batch   44/134 - Train Accuracy:  0.587, Validation Accuracy:  0.605, Loss:  0.741
Epoch  14 Batch   45/134 - Train Accuracy:  0.590, Validation Accuracy:  0.605, Loss:  0.721
Epoch  14 Batch   46/134 - Train Accuracy:  0.608, Validation Accuracy:  0.603, Loss:  0.708
Epoch  14 Batch   47/134 - Train Accuracy:  0.587, Validation Accuracy:  0.603, Loss:  0.737
Epoch  14 Batch   48/134 - Train Accuracy:  0.590, Validation Accuracy:  0.602, Loss:  0.732
Epoch  14 Batch   49/134 - Train Accuracy:  0.600, Validation Accuracy:  0.604, Loss:  0.727
Epoch  14 Batch   50/134 - Train Accuracy:  0.584, Validation Accuracy:  0.607, Loss:  0.734
Epoch  14 Batch   51/134 - Train Accuracy:  0.582, Validation Accuracy:  0.605, Loss:  0.731
Epoch  14 Batch   52/134 - Train Accuracy:  0.585, Validation Accuracy:  0.604, Loss:  0.737
Epoch  14 Batch   53/134 - Train Accuracy:  0.586, Validation Accuracy:  0.601, Loss:  0.730
Epoch  14 Batch   54/134 - Train Accuracy:  0.579, Validation Accuracy:  0.602, Loss:  0.734
Epoch  14 Batch   55/134 - Train Accuracy:  0.587, Validation Accuracy:  0.601, Loss:  0.739
Epoch  14 Batch   56/134 - Train Accuracy:  0.599, Validation Accuracy:  0.604, Loss:  0.701
Epoch  14 Batch   57/134 - Train Accuracy:  0.589, Validation Accuracy:  0.604, Loss:  0.733
Epoch  14 Batch   58/134 - Train Accuracy:  0.596, Validation Accuracy:  0.600, Loss:  0.725
Epoch  14 Batch   59/134 - Train Accuracy:  0.569, Validation Accuracy:  0.600, Loss:  0.760
Epoch  14 Batch   60/134 - Train Accuracy:  0.588, Validation Accuracy:  0.603, Loss:  0.721
Epoch  14 Batch   61/134 - Train Accuracy:  0.588, Validation Accuracy:  0.603, Loss:  0.725
Epoch  14 Batch   62/134 - Train Accuracy:  0.583, Validation Accuracy:  0.605, Loss:  0.718
Epoch  14 Batch   63/134 - Train Accuracy:  0.592, Validation Accuracy:  0.601, Loss:  0.726
Epoch  14 Batch   64/134 - Train Accuracy:  0.579, Validation Accuracy:  0.597, Loss:  0.735
Epoch  14 Batch   65/134 - Train Accuracy:  0.594, Validation Accuracy:  0.600, Loss:  0.730
Epoch  14 Batch   66/134 - Train Accuracy:  0.589, Validation Accuracy:  0.604, Loss:  0.713
Epoch  14 Batch   67/134 - Train Accuracy:  0.562, Validation Accuracy:  0.607, Loss:  0.780
Epoch  14 Batch   68/134 - Train Accuracy:  0.580, Validation Accuracy:  0.602, Loss:  0.757
Epoch  14 Batch   69/134 - Train Accuracy:  0.595, Validation Accuracy:  0.598, Loss:  0.730
Epoch  14 Batch   70/134 - Train Accuracy:  0.595, Validation Accuracy:  0.596, Loss:  0.711
Epoch  14 Batch   71/134 - Train Accuracy:  0.587, Validation Accuracy:  0.602, Loss:  0.719
Epoch  14 Batch   72/134 - Train Accuracy:  0.587, Validation Accuracy:  0.604, Loss:  0.720
Epoch  14 Batch   73/134 - Train Accuracy:  0.602, Validation Accuracy:  0.604, Loss:  0.704
Epoch  14 Batch   74/134 - Train Accuracy:  0.587, Validation Accuracy:  0.601, Loss:  0.737
Epoch  14 Batch   75/134 - Train Accuracy:  0.610, Validation Accuracy:  0.598, Loss:  0.702
Epoch  14 Batch   76/134 - Train Accuracy:  0.592, Validation Accuracy:  0.602, Loss:  0.716
Epoch  14 Batch   77/134 - Train Accuracy:  0.620, Validation Accuracy:  0.603, Loss:  0.690
Epoch  14 Batch   78/134 - Train Accuracy:  0.582, Validation Accuracy:  0.605, Loss:  0.728
Epoch  14 Batch   79/134 - Train Accuracy:  0.593, Validation Accuracy:  0.602, Loss:  0.729
Epoch  14 Batch   80/134 - Train Accuracy:  0.589, Validation Accuracy:  0.601, Loss:  0.731
Epoch  14 Batch   81/134 - Train Accuracy:  0.595, Validation Accuracy:  0.602, Loss:  0.719
Epoch  14 Batch   82/134 - Train Accuracy:  0.614, Validation Accuracy:  0.603, Loss:  0.681
Epoch  14 Batch   83/134 - Train Accuracy:  0.589, Validation Accuracy:  0.604, Loss:  0.732
Epoch  14 Batch   84/134 - Train Accuracy:  0.590, Validation Accuracy:  0.602, Loss:  0.722
Epoch  14 Batch   85/134 - Train Accuracy:  0.593, Validation Accuracy:  0.600, Loss:  0.724
Epoch  14 Batch   86/134 - Train Accuracy:  0.576, Validation Accuracy:  0.600, Loss:  0.721
Epoch  14 Batch   87/134 - Train Accuracy:  0.590, Validation Accuracy:  0.601, Loss:  0.738
Epoch  14 Batch   88/134 - Train Accuracy:  0.602, Validation Accuracy:  0.599, Loss:  0.692
Epoch  14 Batch   89/134 - Train Accuracy:  0.594, Validation Accuracy:  0.600, Loss:  0.721
Epoch  14 Batch   90/134 - Train Accuracy:  0.590, Validation Accuracy:  0.601, Loss:  0.727
Epoch  14 Batch   91/134 - Train Accuracy:  0.643, Validation Accuracy:  0.600, Loss:  0.629
Epoch  14 Batch   92/134 - Train Accuracy:  0.593, Validation Accuracy:  0.602, Loss:  0.714
Epoch  14 Batch   93/134 - Train Accuracy:  0.603, Validation Accuracy:  0.604, Loss:  0.708
Epoch  14 Batch   94/134 - Train Accuracy:  0.596, Validation Accuracy:  0.605, Loss:  0.708
Epoch  14 Batch   95/134 - Train Accuracy:  0.598, Validation Accuracy:  0.603, Loss:  0.717
Epoch  14 Batch   96/134 - Train Accuracy:  0.592, Validation Accuracy:  0.603, Loss:  0.726
Epoch  14 Batch   97/134 - Train Accuracy:  0.579, Validation Accuracy:  0.603, Loss:  0.723
Epoch  14 Batch   98/134 - Train Accuracy:  0.565, Validation Accuracy:  0.602, Loss:  0.764
Epoch  14 Batch   99/134 - Train Accuracy:  0.586, Validation Accuracy:  0.603, Loss:  0.725
Epoch  14 Batch  100/134 - Train Accuracy:  0.581, Validation Accuracy:  0.606, Loss:  0.723
Epoch  14 Batch  101/134 - Train Accuracy:  0.564, Validation Accuracy:  0.602, Loss:  0.755
Epoch  14 Batch  102/134 - Train Accuracy:  0.584, Validation Accuracy:  0.599, Loss:  0.719
Epoch  14 Batch  103/134 - Train Accuracy:  0.609, Validation Accuracy:  0.604, Loss:  0.695
Epoch  14 Batch  104/134 - Train Accuracy:  0.605, Validation Accuracy:  0.606, Loss:  0.702
Epoch  14 Batch  105/134 - Train Accuracy:  0.591, Validation Accuracy:  0.602, Loss:  0.721
Epoch  14 Batch  106/134 - Train Accuracy:  0.589, Validation Accuracy:  0.599, Loss:  0.716
Epoch  14 Batch  107/134 - Train Accuracy:  0.605, Validation Accuracy:  0.599, Loss:  0.692
Epoch  14 Batch  108/134 - Train Accuracy:  0.575, Validation Accuracy:  0.604, Loss:  0.746
Epoch  14 Batch  109/134 - Train Accuracy:  0.609, Validation Accuracy:  0.602, Loss:  0.682
Epoch  14 Batch  110/134 - Train Accuracy:  0.606, Validation Accuracy:  0.600, Loss:  0.706
Epoch  14 Batch  111/134 - Train Accuracy:  0.592, Validation Accuracy:  0.604, Loss:  0.723
Epoch  14 Batch  112/134 - Train Accuracy:  0.595, Validation Accuracy:  0.602, Loss:  0.703
Epoch  14 Batch  113/134 - Train Accuracy:  0.644, Validation Accuracy:  0.600, Loss:  0.632
Epoch  14 Batch  114/134 - Train Accuracy:  0.589, Validation Accuracy:  0.604, Loss:  0.712
Epoch  14 Batch  115/134 - Train Accuracy:  0.565, Validation Accuracy:  0.606, Loss:  0.756
Epoch  14 Batch  116/134 - Train Accuracy:  0.589, Validation Accuracy:  0.605, Loss:  0.719
Epoch  14 Batch  117/134 - Train Accuracy:  0.584, Validation Accuracy:  0.600, Loss:  0.709
Epoch  14 Batch  118/134 - Train Accuracy:  0.597, Validation Accuracy:  0.601, Loss:  0.708
Epoch  14 Batch  119/134 - Train Accuracy:  0.631, Validation Accuracy:  0.602, Loss:  0.652
Epoch  14 Batch  120/134 - Train Accuracy:  0.589, Validation Accuracy:  0.605, Loss:  0.720
Epoch  14 Batch  121/134 - Train Accuracy:  0.602, Validation Accuracy:  0.603, Loss:  0.702
Epoch  14 Batch  122/134 - Train Accuracy:  0.583, Validation Accuracy:  0.602, Loss:  0.718
Epoch  14 Batch  123/134 - Train Accuracy:  0.602, Validation Accuracy:  0.607, Loss:  0.702
Epoch  14 Batch  124/134 - Train Accuracy:  0.620, Validation Accuracy:  0.603, Loss:  0.670
Epoch  14 Batch  125/134 - Train Accuracy:  0.603, Validation Accuracy:  0.607, Loss:  0.709
Epoch  14 Batch  126/134 - Train Accuracy:  0.589, Validation Accuracy:  0.607, Loss:  0.718
Epoch  14 Batch  127/134 - Train Accuracy:  0.605, Validation Accuracy:  0.605, Loss:  0.689
Epoch  14 Batch  128/134 - Train Accuracy:  0.579, Validation Accuracy:  0.604, Loss:  0.722
Epoch  14 Batch  129/134 - Train Accuracy:  0.599, Validation Accuracy:  0.604, Loss:  0.711
Epoch  14 Batch  130/134 - Train Accuracy:  0.589, Validation Accuracy:  0.603, Loss:  0.717
Epoch  14 Batch  131/134 - Train Accuracy:  0.579, Validation Accuracy:  0.607, Loss:  0.742
Epoch  14 Batch  132/134 - Train Accuracy:  0.603, Validation Accuracy:  0.606, Loss:  0.700
Epoch  15 Batch    0/134 - Train Accuracy:  0.579, Validation Accuracy:  0.604, Loss:  0.710
Epoch  15 Batch    1/134 - Train Accuracy:  0.572, Validation Accuracy:  0.603, Loss:  0.737
Epoch  15 Batch    2/134 - Train Accuracy:  0.589, Validation Accuracy:  0.606, Loss:  0.695
Epoch  15 Batch    3/134 - Train Accuracy:  0.592, Validation Accuracy:  0.608, Loss:  0.703
Epoch  15 Batch    4/134 - Train Accuracy:  0.588, Validation Accuracy:  0.602, Loss:  0.714
Epoch  15 Batch    5/134 - Train Accuracy:  0.589, Validation Accuracy:  0.606, Loss:  0.720
Epoch  15 Batch    6/134 - Train Accuracy:  0.613, Validation Accuracy:  0.608, Loss:  0.668
Epoch  15 Batch    7/134 - Train Accuracy:  0.592, Validation Accuracy:  0.607, Loss:  0.706
Epoch  15 Batch    8/134 - Train Accuracy:  0.588, Validation Accuracy:  0.607, Loss:  0.697
Epoch  15 Batch    9/134 - Train Accuracy:  0.622, Validation Accuracy:  0.607, Loss:  0.666
Epoch  15 Batch   10/134 - Train Accuracy:  0.603, Validation Accuracy:  0.607, Loss:  0.705
Epoch  15 Batch   11/134 - Train Accuracy:  0.604, Validation Accuracy:  0.609, Loss:  0.702
Epoch  15 Batch   12/134 - Train Accuracy:  0.618, Validation Accuracy:  0.610, Loss:  0.667
Epoch  15 Batch   13/134 - Train Accuracy:  0.581, Validation Accuracy:  0.608, Loss:  0.716
Epoch  15 Batch   14/134 - Train Accuracy:  0.600, Validation Accuracy:  0.606, Loss:  0.696
Epoch  15 Batch   15/134 - Train Accuracy:  0.591, Validation Accuracy:  0.607, Loss:  0.691
Epoch  15 Batch   16/134 - Train Accuracy:  0.599, Validation Accuracy:  0.608, Loss:  0.693
Epoch  15 Batch   17/134 - Train Accuracy:  0.601, Validation Accuracy:  0.606, Loss:  0.710
Epoch  15 Batch   18/134 - Train Accuracy:  0.594, Validation Accuracy:  0.605, Loss:  0.707
Epoch  15 Batch   19/134 - Train Accuracy:  0.601, Validation Accuracy:  0.604, Loss:  0.699
Epoch  15 Batch   20/134 - Train Accuracy:  0.611, Validation Accuracy:  0.606, Loss:  0.678
Epoch  15 Batch   21/134 - Train Accuracy:  0.605, Validation Accuracy:  0.606, Loss:  0.699
Epoch  15 Batch   22/134 - Train Accuracy:  0.575, Validation Accuracy:  0.605, Loss:  0.731
Epoch  15 Batch   23/134 - Train Accuracy:  0.622, Validation Accuracy:  0.605, Loss:  0.651
Epoch  15 Batch   24/134 - Train Accuracy:  0.575, Validation Accuracy:  0.603, Loss:  0.722
Epoch  15 Batch   25/134 - Train Accuracy:  0.589, Validation Accuracy:  0.605, Loss:  0.694
Epoch  15 Batch   26/134 - Train Accuracy:  0.579, Validation Accuracy:  0.605, Loss:  0.727
Epoch  15 Batch   27/134 - Train Accuracy:  0.595, Validation Accuracy:  0.606, Loss:  0.701
Epoch  15 Batch   28/134 - Train Accuracy:  0.603, Validation Accuracy:  0.605, Loss:  0.702
Epoch  15 Batch   29/134 - Train Accuracy:  0.614, Validation Accuracy:  0.604, Loss:  0.660
Epoch  15 Batch   30/134 - Train Accuracy:  0.613, Validation Accuracy:  0.605, Loss:  0.667
Epoch  15 Batch   31/134 - Train Accuracy:  0.581, Validation Accuracy:  0.606, Loss:  0.703
Epoch  15 Batch   32/134 - Train Accuracy:  0.600, Validation Accuracy:  0.605, Loss:  0.676
Epoch  15 Batch   33/134 - Train Accuracy:  0.579, Validation Accuracy:  0.604, Loss:  0.707
Epoch  15 Batch   34/134 - Train Accuracy:  0.593, Validation Accuracy:  0.603, Loss:  0.716
Epoch  15 Batch   35/134 - Train Accuracy:  0.605, Validation Accuracy:  0.604, Loss:  0.675
Epoch  15 Batch   36/134 - Train Accuracy:  0.604, Validation Accuracy:  0.606, Loss:  0.698
Epoch  15 Batch   37/134 - Train Accuracy:  0.582, Validation Accuracy:  0.607, Loss:  0.710
Epoch  15 Batch   38/134 - Train Accuracy:  0.602, Validation Accuracy:  0.605, Loss:  0.691
Epoch  15 Batch   39/134 - Train Accuracy:  0.599, Validation Accuracy:  0.606, Loss:  0.694
Epoch  15 Batch   40/134 - Train Accuracy:  0.602, Validation Accuracy:  0.608, Loss:  0.692
Epoch  15 Batch   41/134 - Train Accuracy:  0.601, Validation Accuracy:  0.607, Loss:  0.694
Epoch  15 Batch   42/134 - Train Accuracy:  0.584, Validation Accuracy:  0.606, Loss:  0.701
Epoch  15 Batch   43/134 - Train Accuracy:  0.595, Validation Accuracy:  0.606, Loss:  0.706
Epoch  15 Batch   44/134 - Train Accuracy:  0.590, Validation Accuracy:  0.605, Loss:  0.703
Epoch  15 Batch   45/134 - Train Accuracy:  0.596, Validation Accuracy:  0.607, Loss:  0.683
Epoch  15 Batch   46/134 - Train Accuracy:  0.609, Validation Accuracy:  0.607, Loss:  0.671
Epoch  15 Batch   47/134 - Train Accuracy:  0.592, Validation Accuracy:  0.606, Loss:  0.699
Epoch  15 Batch   48/134 - Train Accuracy:  0.594, Validation Accuracy:  0.605, Loss:  0.693
Epoch  15 Batch   49/134 - Train Accuracy:  0.600, Validation Accuracy:  0.605, Loss:  0.688
Epoch  15 Batch   50/134 - Train Accuracy:  0.581, Validation Accuracy:  0.605, Loss:  0.695
Epoch  15 Batch   51/134 - Train Accuracy:  0.586, Validation Accuracy:  0.604, Loss:  0.692
Epoch  15 Batch   52/134 - Train Accuracy:  0.586, Validation Accuracy:  0.605, Loss:  0.698
Epoch  15 Batch   53/134 - Train Accuracy:  0.589, Validation Accuracy:  0.604, Loss:  0.692
Epoch  15 Batch   54/134 - Train Accuracy:  0.579, Validation Accuracy:  0.606, Loss:  0.696
Epoch  15 Batch   55/134 - Train Accuracy:  0.596, Validation Accuracy:  0.605, Loss:  0.701
Epoch  15 Batch   56/134 - Train Accuracy:  0.599, Validation Accuracy:  0.605, Loss:  0.666
Epoch  15 Batch   57/134 - Train Accuracy:  0.589, Validation Accuracy:  0.604, Loss:  0.695
Epoch  15 Batch   58/134 - Train Accuracy:  0.599, Validation Accuracy:  0.607, Loss:  0.689
Epoch  15 Batch   59/134 - Train Accuracy:  0.579, Validation Accuracy:  0.605, Loss:  0.720
Epoch  15 Batch   60/134 - Train Accuracy:  0.595, Validation Accuracy:  0.607, Loss:  0.682
Epoch  15 Batch   61/134 - Train Accuracy:  0.595, Validation Accuracy:  0.605, Loss:  0.689
Epoch  15 Batch   62/134 - Train Accuracy:  0.589, Validation Accuracy:  0.605, Loss:  0.681
Epoch  15 Batch   63/134 - Train Accuracy:  0.605, Validation Accuracy:  0.606, Loss:  0.688
Epoch  15 Batch   64/134 - Train Accuracy:  0.587, Validation Accuracy:  0.606, Loss:  0.695
Epoch  15 Batch   65/134 - Train Accuracy:  0.598, Validation Accuracy:  0.608, Loss:  0.693
Epoch  15 Batch   66/134 - Train Accuracy:  0.600, Validation Accuracy:  0.608, Loss:  0.675
Epoch  15 Batch   67/134 - Train Accuracy:  0.569, Validation Accuracy:  0.607, Loss:  0.740
Epoch  15 Batch   68/134 - Train Accuracy:  0.587, Validation Accuracy:  0.609, Loss:  0.719
Epoch  15 Batch   69/134 - Train Accuracy:  0.600, Validation Accuracy:  0.607, Loss:  0.693
Epoch  15 Batch   70/134 - Train Accuracy:  0.605, Validation Accuracy:  0.606, Loss:  0.675
Epoch  15 Batch   71/134 - Train Accuracy:  0.598, Validation Accuracy:  0.608, Loss:  0.680
Epoch  15 Batch   72/134 - Train Accuracy:  0.594, Validation Accuracy:  0.610, Loss:  0.682
Epoch  15 Batch   73/134 - Train Accuracy:  0.610, Validation Accuracy:  0.606, Loss:  0.667
Epoch  15 Batch   74/134 - Train Accuracy:  0.597, Validation Accuracy:  0.605, Loss:  0.699
Epoch  15 Batch   75/134 - Train Accuracy:  0.613, Validation Accuracy:  0.606, Loss:  0.667
Epoch  15 Batch   76/134 - Train Accuracy:  0.600, Validation Accuracy:  0.610, Loss:  0.677
Epoch  15 Batch   77/134 - Train Accuracy:  0.627, Validation Accuracy:  0.610, Loss:  0.656
Epoch  15 Batch   78/134 - Train Accuracy:  0.592, Validation Accuracy:  0.608, Loss:  0.691
Epoch  15 Batch   79/134 - Train Accuracy:  0.601, Validation Accuracy:  0.609, Loss:  0.690
Epoch  15 Batch   80/134 - Train Accuracy:  0.598, Validation Accuracy:  0.608, Loss:  0.693
Epoch  15 Batch   81/134 - Train Accuracy:  0.604, Validation Accuracy:  0.610, Loss:  0.682
Epoch  15 Batch   82/134 - Train Accuracy:  0.622, Validation Accuracy:  0.616, Loss:  0.647
Epoch  15 Batch   83/134 - Train Accuracy:  0.599, Validation Accuracy:  0.615, Loss:  0.695
Epoch  15 Batch   84/134 - Train Accuracy:  0.599, Validation Accuracy:  0.609, Loss:  0.685
Epoch  15 Batch   85/134 - Train Accuracy:  0.598, Validation Accuracy:  0.607, Loss:  0.689
Epoch  15 Batch   86/134 - Train Accuracy:  0.590, Validation Accuracy:  0.610, Loss:  0.684
Epoch  15 Batch   87/134 - Train Accuracy:  0.600, Validation Accuracy:  0.610, Loss:  0.702
Epoch  15 Batch   88/134 - Train Accuracy:  0.617, Validation Accuracy:  0.610, Loss:  0.656
Epoch  15 Batch   89/134 - Train Accuracy:  0.598, Validation Accuracy:  0.604, Loss:  0.685
Epoch  15 Batch   90/134 - Train Accuracy:  0.591, Validation Accuracy:  0.608, Loss:  0.689
Epoch  15 Batch   91/134 - Train Accuracy:  0.649, Validation Accuracy:  0.608, Loss:  0.598
Epoch  15 Batch   92/134 - Train Accuracy:  0.601, Validation Accuracy:  0.609, Loss:  0.678
Epoch  15 Batch   93/134 - Train Accuracy:  0.607, Validation Accuracy:  0.611, Loss:  0.672
Epoch  15 Batch   94/134 - Train Accuracy:  0.600, Validation Accuracy:  0.609, Loss:  0.672
Epoch  15 Batch   95/134 - Train Accuracy:  0.607, Validation Accuracy:  0.606, Loss:  0.680
Epoch  15 Batch   96/134 - Train Accuracy:  0.598, Validation Accuracy:  0.605, Loss:  0.689
Epoch  15 Batch   97/134 - Train Accuracy:  0.589, Validation Accuracy:  0.610, Loss:  0.686
Epoch  15 Batch   98/134 - Train Accuracy:  0.567, Validation Accuracy:  0.606, Loss:  0.724
Epoch  15 Batch   99/134 - Train Accuracy:  0.592, Validation Accuracy:  0.605, Loss:  0.687
Epoch  15 Batch  100/134 - Train Accuracy:  0.591, Validation Accuracy:  0.610, Loss:  0.685
Epoch  15 Batch  101/134 - Train Accuracy:  0.573, Validation Accuracy:  0.610, Loss:  0.716
Epoch  15 Batch  102/134 - Train Accuracy:  0.598, Validation Accuracy:  0.607, Loss:  0.682
Epoch  15 Batch  103/134 - Train Accuracy:  0.619, Validation Accuracy:  0.609, Loss:  0.660
Epoch  15 Batch  104/134 - Train Accuracy:  0.615, Validation Accuracy:  0.613, Loss:  0.666
Epoch  15 Batch  105/134 - Train Accuracy:  0.601, Validation Accuracy:  0.613, Loss:  0.685
Epoch  15 Batch  106/134 - Train Accuracy:  0.595, Validation Accuracy:  0.606, Loss:  0.681
Epoch  15 Batch  107/134 - Train Accuracy:  0.616, Validation Accuracy:  0.609, Loss:  0.657
Epoch  15 Batch  108/134 - Train Accuracy:  0.581, Validation Accuracy:  0.611, Loss:  0.709
Epoch  15 Batch  109/134 - Train Accuracy:  0.617, Validation Accuracy:  0.610, Loss:  0.648
Epoch  15 Batch  110/134 - Train Accuracy:  0.616, Validation Accuracy:  0.612, Loss:  0.671
Epoch  15 Batch  111/134 - Train Accuracy:  0.600, Validation Accuracy:  0.610, Loss:  0.687
Epoch  15 Batch  112/134 - Train Accuracy:  0.602, Validation Accuracy:  0.608, Loss:  0.667
Epoch  15 Batch  113/134 - Train Accuracy:  0.652, Validation Accuracy:  0.608, Loss:  0.600
Epoch  15 Batch  114/134 - Train Accuracy:  0.596, Validation Accuracy:  0.609, Loss:  0.677
Epoch  15 Batch  115/134 - Train Accuracy:  0.570, Validation Accuracy:  0.614, Loss:  0.719
Epoch  15 Batch  116/134 - Train Accuracy:  0.595, Validation Accuracy:  0.610, Loss:  0.682
Epoch  15 Batch  117/134 - Train Accuracy:  0.592, Validation Accuracy:  0.605, Loss:  0.673
Epoch  15 Batch  118/134 - Train Accuracy:  0.606, Validation Accuracy:  0.607, Loss:  0.671
Epoch  15 Batch  119/134 - Train Accuracy:  0.636, Validation Accuracy:  0.607, Loss:  0.619
Epoch  15 Batch  120/134 - Train Accuracy:  0.596, Validation Accuracy:  0.610, Loss:  0.684
Epoch  15 Batch  121/134 - Train Accuracy:  0.607, Validation Accuracy:  0.615, Loss:  0.667
Epoch  15 Batch  122/134 - Train Accuracy:  0.590, Validation Accuracy:  0.615, Loss:  0.683
Epoch  15 Batch  123/134 - Train Accuracy:  0.606, Validation Accuracy:  0.610, Loss:  0.667
Epoch  15 Batch  124/134 - Train Accuracy:  0.628, Validation Accuracy:  0.608, Loss:  0.636
Epoch  15 Batch  125/134 - Train Accuracy:  0.610, Validation Accuracy:  0.613, Loss:  0.674
Epoch  15 Batch  126/134 - Train Accuracy:  0.595, Validation Accuracy:  0.619, Loss:  0.685
Epoch  15 Batch  127/134 - Train Accuracy:  0.615, Validation Accuracy:  0.617, Loss:  0.654
Epoch  15 Batch  128/134 - Train Accuracy:  0.585, Validation Accuracy:  0.609, Loss:  0.687
Epoch  15 Batch  129/134 - Train Accuracy:  0.608, Validation Accuracy:  0.610, Loss:  0.677
Epoch  15 Batch  130/134 - Train Accuracy:  0.592, Validation Accuracy:  0.609, Loss:  0.682
Epoch  15 Batch  131/134 - Train Accuracy:  0.583, Validation Accuracy:  0.609, Loss:  0.706
Epoch  15 Batch  132/134 - Train Accuracy:  0.607, Validation Accuracy:  0.614, Loss:  0.667
Epoch  16 Batch    0/134 - Train Accuracy:  0.589, Validation Accuracy:  0.609, Loss:  0.675
Epoch  16 Batch    1/134 - Train Accuracy:  0.581, Validation Accuracy:  0.607, Loss:  0.700
Epoch  16 Batch    2/134 - Train Accuracy:  0.593, Validation Accuracy:  0.612, Loss:  0.662
Epoch  16 Batch    3/134 - Train Accuracy:  0.601, Validation Accuracy:  0.618, Loss:  0.668
Epoch  16 Batch    4/134 - Train Accuracy:  0.598, Validation Accuracy:  0.614, Loss:  0.681
Epoch  16 Batch    5/134 - Train Accuracy:  0.597, Validation Accuracy:  0.615, Loss:  0.687
Epoch  16 Batch    6/134 - Train Accuracy:  0.621, Validation Accuracy:  0.614, Loss:  0.635
Epoch  16 Batch    7/134 - Train Accuracy:  0.598, Validation Accuracy:  0.614, Loss:  0.672
Epoch  16 Batch    8/134 - Train Accuracy:  0.596, Validation Accuracy:  0.616, Loss:  0.663
Epoch  16 Batch    9/134 - Train Accuracy:  0.631, Validation Accuracy:  0.618, Loss:  0.633
Epoch  16 Batch   10/134 - Train Accuracy:  0.609, Validation Accuracy:  0.613, Loss:  0.670
Epoch  16 Batch   11/134 - Train Accuracy:  0.603, Validation Accuracy:  0.608, Loss:  0.666
Epoch  16 Batch   12/134 - Train Accuracy:  0.626, Validation Accuracy:  0.609, Loss:  0.635
Epoch  16 Batch   13/134 - Train Accuracy:  0.588, Validation Accuracy:  0.615, Loss:  0.682
Epoch  16 Batch   14/134 - Train Accuracy:  0.606, Validation Accuracy:  0.617, Loss:  0.664
Epoch  16 Batch   15/134 - Train Accuracy:  0.596, Validation Accuracy:  0.614, Loss:  0.658
Epoch  16 Batch   16/134 - Train Accuracy:  0.603, Validation Accuracy:  0.613, Loss:  0.660
Epoch  16 Batch   17/134 - Train Accuracy:  0.603, Validation Accuracy:  0.607, Loss:  0.676
Epoch  16 Batch   18/134 - Train Accuracy:  0.596, Validation Accuracy:  0.608, Loss:  0.672
Epoch  16 Batch   19/134 - Train Accuracy:  0.603, Validation Accuracy:  0.614, Loss:  0.666
Epoch  16 Batch   20/134 - Train Accuracy:  0.619, Validation Accuracy:  0.617, Loss:  0.646
Epoch  16 Batch   21/134 - Train Accuracy:  0.614, Validation Accuracy:  0.615, Loss:  0.666
Epoch  16 Batch   22/134 - Train Accuracy:  0.585, Validation Accuracy:  0.611, Loss:  0.696
Epoch  16 Batch   23/134 - Train Accuracy:  0.630, Validation Accuracy:  0.609, Loss:  0.620
Epoch  16 Batch   24/134 - Train Accuracy:  0.589, Validation Accuracy:  0.612, Loss:  0.688
Epoch  16 Batch   25/134 - Train Accuracy:  0.597, Validation Accuracy:  0.614, Loss:  0.660
Epoch  16 Batch   26/134 - Train Accuracy:  0.587, Validation Accuracy:  0.615, Loss:  0.693
Epoch  16 Batch   27/134 - Train Accuracy:  0.605, Validation Accuracy:  0.612, Loss:  0.667
Epoch  16 Batch   28/134 - Train Accuracy:  0.608, Validation Accuracy:  0.610, Loss:  0.669
Epoch  16 Batch   29/134 - Train Accuracy:  0.621, Validation Accuracy:  0.607, Loss:  0.628
Epoch  16 Batch   30/134 - Train Accuracy:  0.621, Validation Accuracy:  0.610, Loss:  0.635
Epoch  16 Batch   31/134 - Train Accuracy:  0.591, Validation Accuracy:  0.619, Loss:  0.669
Epoch  16 Batch   32/134 - Train Accuracy:  0.609, Validation Accuracy:  0.617, Loss:  0.643
Epoch  16 Batch   33/134 - Train Accuracy:  0.588, Validation Accuracy:  0.614, Loss:  0.673
Epoch  16 Batch   34/134 - Train Accuracy:  0.595, Validation Accuracy:  0.607, Loss:  0.682
Epoch  16 Batch   35/134 - Train Accuracy:  0.610, Validation Accuracy:  0.613, Loss:  0.644
Epoch  16 Batch   36/134 - Train Accuracy:  0.615, Validation Accuracy:  0.617, Loss:  0.665
Epoch  16 Batch   37/134 - Train Accuracy:  0.593, Validation Accuracy:  0.617, Loss:  0.676
Epoch  16 Batch   38/134 - Train Accuracy:  0.613, Validation Accuracy:  0.618, Loss:  0.658
Epoch  16 Batch   39/134 - Train Accuracy:  0.605, Validation Accuracy:  0.616, Loss:  0.661
Epoch  16 Batch   40/134 - Train Accuracy:  0.606, Validation Accuracy:  0.616, Loss:  0.658
Epoch  16 Batch   41/134 - Train Accuracy:  0.604, Validation Accuracy:  0.611, Loss:  0.662
Epoch  16 Batch   42/134 - Train Accuracy:  0.594, Validation Accuracy:  0.622, Loss:  0.667
Epoch  16 Batch   43/134 - Train Accuracy:  0.601, Validation Accuracy:  0.624, Loss:  0.672
Epoch  16 Batch   44/134 - Train Accuracy:  0.596, Validation Accuracy:  0.618, Loss:  0.670
Epoch  16 Batch   45/134 - Train Accuracy:  0.609, Validation Accuracy:  0.616, Loss:  0.650
Epoch  16 Batch   46/134 - Train Accuracy:  0.613, Validation Accuracy:  0.619, Loss:  0.640
Epoch  16 Batch   47/134 - Train Accuracy:  0.599, Validation Accuracy:  0.617, Loss:  0.666
Epoch  16 Batch   48/134 - Train Accuracy:  0.603, Validation Accuracy:  0.619, Loss:  0.660
Epoch  16 Batch   49/134 - Train Accuracy:  0.610, Validation Accuracy:  0.617, Loss:  0.654
Epoch  16 Batch   50/134 - Train Accuracy:  0.594, Validation Accuracy:  0.618, Loss:  0.661
Epoch  16 Batch   51/134 - Train Accuracy:  0.599, Validation Accuracy:  0.617, Loss:  0.659
Epoch  16 Batch   52/134 - Train Accuracy:  0.597, Validation Accuracy:  0.617, Loss:  0.664
Epoch  16 Batch   53/134 - Train Accuracy:  0.601, Validation Accuracy:  0.616, Loss:  0.660
Epoch  16 Batch   54/134 - Train Accuracy:  0.588, Validation Accuracy:  0.613, Loss:  0.663
Epoch  16 Batch   55/134 - Train Accuracy:  0.607, Validation Accuracy:  0.620, Loss:  0.668
Epoch  16 Batch   56/134 - Train Accuracy:  0.613, Validation Accuracy:  0.623, Loss:  0.635
Epoch  16 Batch   57/134 - Train Accuracy:  0.605, Validation Accuracy:  0.621, Loss:  0.662
Epoch  16 Batch   58/134 - Train Accuracy:  0.611, Validation Accuracy:  0.617, Loss:  0.657
Epoch  16 Batch   59/134 - Train Accuracy:  0.590, Validation Accuracy:  0.616, Loss:  0.685
Epoch  16 Batch   60/134 - Train Accuracy:  0.615, Validation Accuracy:  0.616, Loss:  0.650
Epoch  16 Batch   61/134 - Train Accuracy:  0.603, Validation Accuracy:  0.615, Loss:  0.656
Epoch  16 Batch   62/134 - Train Accuracy:  0.601, Validation Accuracy:  0.616, Loss:  0.650
Epoch  16 Batch   63/134 - Train Accuracy:  0.617, Validation Accuracy:  0.619, Loss:  0.656
Epoch  16 Batch   64/134 - Train Accuracy:  0.596, Validation Accuracy:  0.618, Loss:  0.661
Epoch  16 Batch   65/134 - Train Accuracy:  0.600, Validation Accuracy:  0.617, Loss:  0.662
Epoch  16 Batch   66/134 - Train Accuracy:  0.606, Validation Accuracy:  0.619, Loss:  0.642
Epoch  16 Batch   67/134 - Train Accuracy:  0.577, Validation Accuracy:  0.621, Loss:  0.706
Epoch  16 Batch   68/134 - Train Accuracy:  0.599, Validation Accuracy:  0.623, Loss:  0.687
Epoch  16 Batch   69/134 - Train Accuracy:  0.610, Validation Accuracy:  0.613, Loss:  0.661
Epoch  16 Batch   70/134 - Train Accuracy:  0.613, Validation Accuracy:  0.612, Loss:  0.643
Epoch  16 Batch   71/134 - Train Accuracy:  0.607, Validation Accuracy:  0.615, Loss:  0.647
Epoch  16 Batch   72/134 - Train Accuracy:  0.605, Validation Accuracy:  0.618, Loss:  0.650
Epoch  16 Batch   73/134 - Train Accuracy:  0.611, Validation Accuracy:  0.618, Loss:  0.634
Epoch  16 Batch   74/134 - Train Accuracy:  0.609, Validation Accuracy:  0.620, Loss:  0.666
Epoch  16 Batch   75/134 - Train Accuracy:  0.625, Validation Accuracy:  0.619, Loss:  0.637
Epoch  16 Batch   76/134 - Train Accuracy:  0.610, Validation Accuracy:  0.618, Loss:  0.645
Epoch  16 Batch   77/134 - Train Accuracy:  0.631, Validation Accuracy:  0.618, Loss:  0.626
Epoch  16 Batch   78/134 - Train Accuracy:  0.604, Validation Accuracy:  0.621, Loss:  0.658
Epoch  16 Batch   79/134 - Train Accuracy:  0.614, Validation Accuracy:  0.627, Loss:  0.657
Epoch  16 Batch   80/134 - Train Accuracy:  0.614, Validation Accuracy:  0.624, Loss:  0.661
Epoch  16 Batch   81/134 - Train Accuracy:  0.612, Validation Accuracy:  0.615, Loss:  0.649
Epoch  16 Batch   82/134 - Train Accuracy:  0.627, Validation Accuracy:  0.622, Loss:  0.618
Epoch  16 Batch   83/134 - Train Accuracy:  0.613, Validation Accuracy:  0.628, Loss:  0.662
Epoch  16 Batch   84/134 - Train Accuracy:  0.610, Validation Accuracy:  0.622, Loss:  0.655
Epoch  16 Batch   85/134 - Train Accuracy:  0.610, Validation Accuracy:  0.618, Loss:  0.657
Epoch  16 Batch   86/134 - Train Accuracy:  0.596, Validation Accuracy:  0.622, Loss:  0.654
Epoch  16 Batch   87/134 - Train Accuracy:  0.610, Validation Accuracy:  0.621, Loss:  0.669
Epoch  16 Batch   88/134 - Train Accuracy:  0.621, Validation Accuracy:  0.613, Loss:  0.627
Epoch  16 Batch   89/134 - Train Accuracy:  0.606, Validation Accuracy:  0.612, Loss:  0.652
Epoch  16 Batch   90/134 - Train Accuracy:  0.607, Validation Accuracy:  0.623, Loss:  0.657
Epoch  16 Batch   91/134 - Train Accuracy:  0.657, Validation Accuracy:  0.620, Loss:  0.571
Epoch  16 Batch   92/134 - Train Accuracy:  0.600, Validation Accuracy:  0.618, Loss:  0.646
Epoch  16 Batch   93/134 - Train Accuracy:  0.620, Validation Accuracy:  0.625, Loss:  0.643
Epoch  16 Batch   94/134 - Train Accuracy:  0.609, Validation Accuracy:  0.626, Loss:  0.641
Epoch  16 Batch   95/134 - Train Accuracy:  0.614, Validation Accuracy:  0.619, Loss:  0.650
Epoch  16 Batch   96/134 - Train Accuracy:  0.612, Validation Accuracy:  0.615, Loss:  0.657
Epoch  16 Batch   97/134 - Train Accuracy:  0.600, Validation Accuracy:  0.623, Loss:  0.655
Epoch  16 Batch   98/134 - Train Accuracy:  0.583, Validation Accuracy:  0.622, Loss:  0.691
Epoch  16 Batch   99/134 - Train Accuracy:  0.600, Validation Accuracy:  0.618, Loss:  0.655
Epoch  16 Batch  100/134 - Train Accuracy:  0.606, Validation Accuracy:  0.622, Loss:  0.654
Epoch  16 Batch  101/134 - Train Accuracy:  0.585, Validation Accuracy:  0.626, Loss:  0.683
Epoch  16 Batch  102/134 - Train Accuracy:  0.607, Validation Accuracy:  0.620, Loss:  0.653
Epoch  16 Batch  103/134 - Train Accuracy:  0.626, Validation Accuracy:  0.618, Loss:  0.629
Epoch  16 Batch  104/134 - Train Accuracy:  0.626, Validation Accuracy:  0.625, Loss:  0.637
Epoch  16 Batch  105/134 - Train Accuracy:  0.611, Validation Accuracy:  0.625, Loss:  0.652
Epoch  16 Batch  106/134 - Train Accuracy:  0.608, Validation Accuracy:  0.623, Loss:  0.651
Epoch  16 Batch  107/134 - Train Accuracy:  0.628, Validation Accuracy:  0.619, Loss:  0.627
Epoch  16 Batch  108/134 - Train Accuracy:  0.587, Validation Accuracy:  0.622, Loss:  0.676
Epoch  16 Batch  109/134 - Train Accuracy:  0.628, Validation Accuracy:  0.624, Loss:  0.618
Epoch  16 Batch  110/134 - Train Accuracy:  0.630, Validation Accuracy:  0.625, Loss:  0.640
Epoch  16 Batch  111/134 - Train Accuracy:  0.608, Validation Accuracy:  0.623, Loss:  0.655
Epoch  16 Batch  112/134 - Train Accuracy:  0.611, Validation Accuracy:  0.624, Loss:  0.636
Epoch  16 Batch  113/134 - Train Accuracy:  0.664, Validation Accuracy:  0.620, Loss:  0.572
Epoch  16 Batch  114/134 - Train Accuracy:  0.601, Validation Accuracy:  0.618, Loss:  0.646
Epoch  16 Batch  115/134 - Train Accuracy:  0.581, Validation Accuracy:  0.622, Loss:  0.688
Epoch  16 Batch  116/134 - Train Accuracy:  0.608, Validation Accuracy:  0.622, Loss:  0.650
Epoch  16 Batch  117/134 - Train Accuracy:  0.602, Validation Accuracy:  0.623, Loss:  0.641
Epoch  16 Batch  118/134 - Train Accuracy:  0.614, Validation Accuracy:  0.623, Loss:  0.640
Epoch  16 Batch  119/134 - Train Accuracy:  0.643, Validation Accuracy:  0.623, Loss:  0.590
Epoch  16 Batch  120/134 - Train Accuracy:  0.610, Validation Accuracy:  0.623, Loss:  0.652
Epoch  16 Batch  121/134 - Train Accuracy:  0.614, Validation Accuracy:  0.621, Loss:  0.636
Epoch  16 Batch  122/134 - Train Accuracy:  0.604, Validation Accuracy:  0.623, Loss:  0.651
Epoch  16 Batch  123/134 - Train Accuracy:  0.620, Validation Accuracy:  0.629, Loss:  0.636
Epoch  16 Batch  124/134 - Train Accuracy:  0.640, Validation Accuracy:  0.629, Loss:  0.605
Epoch  16 Batch  125/134 - Train Accuracy:  0.622, Validation Accuracy:  0.626, Loss:  0.642
Epoch  16 Batch  126/134 - Train Accuracy:  0.603, Validation Accuracy:  0.625, Loss:  0.653
Epoch  16 Batch  127/134 - Train Accuracy:  0.630, Validation Accuracy:  0.626, Loss:  0.623
Epoch  16 Batch  128/134 - Train Accuracy:  0.600, Validation Accuracy:  0.627, Loss:  0.655
Epoch  16 Batch  129/134 - Train Accuracy:  0.623, Validation Accuracy:  0.627, Loss:  0.646
Epoch  16 Batch  130/134 - Train Accuracy:  0.604, Validation Accuracy:  0.624, Loss:  0.651
Epoch  16 Batch  131/134 - Train Accuracy:  0.596, Validation Accuracy:  0.623, Loss:  0.674
Epoch  16 Batch  132/134 - Train Accuracy:  0.619, Validation Accuracy:  0.626, Loss:  0.635
Epoch  17 Batch    0/134 - Train Accuracy:  0.604, Validation Accuracy:  0.626, Loss:  0.644
Epoch  17 Batch    1/134 - Train Accuracy:  0.598, Validation Accuracy:  0.621, Loss:  0.668
Epoch  17 Batch    2/134 - Train Accuracy:  0.604, Validation Accuracy:  0.626, Loss:  0.632
Epoch  17 Batch    3/134 - Train Accuracy:  0.612, Validation Accuracy:  0.628, Loss:  0.638
Epoch  17 Batch    4/134 - Train Accuracy:  0.610, Validation Accuracy:  0.624, Loss:  0.649
Epoch  17 Batch    5/134 - Train Accuracy:  0.608, Validation Accuracy:  0.625, Loss:  0.656
Epoch  17 Batch    6/134 - Train Accuracy:  0.634, Validation Accuracy:  0.628, Loss:  0.606
Epoch  17 Batch    7/134 - Train Accuracy:  0.607, Validation Accuracy:  0.627, Loss:  0.641
Epoch  17 Batch    8/134 - Train Accuracy:  0.611, Validation Accuracy:  0.625, Loss:  0.632
Epoch  17 Batch    9/134 - Train Accuracy:  0.636, Validation Accuracy:  0.626, Loss:  0.604
Epoch  17 Batch   10/134 - Train Accuracy:  0.618, Validation Accuracy:  0.623, Loss:  0.639
Epoch  17 Batch   11/134 - Train Accuracy:  0.612, Validation Accuracy:  0.622, Loss:  0.636
Epoch  17 Batch   12/134 - Train Accuracy:  0.639, Validation Accuracy:  0.622, Loss:  0.605
Epoch  17 Batch   13/134 - Train Accuracy:  0.596, Validation Accuracy:  0.628, Loss:  0.653
Epoch  17 Batch   14/134 - Train Accuracy:  0.614, Validation Accuracy:  0.624, Loss:  0.634
Epoch  17 Batch   15/134 - Train Accuracy:  0.611, Validation Accuracy:  0.625, Loss:  0.628
Epoch  17 Batch   16/134 - Train Accuracy:  0.616, Validation Accuracy:  0.627, Loss:  0.630
Epoch  17 Batch   17/134 - Train Accuracy:  0.615, Validation Accuracy:  0.623, Loss:  0.643
Epoch  17 Batch   18/134 - Train Accuracy:  0.609, Validation Accuracy:  0.624, Loss:  0.641
Epoch  17 Batch   19/134 - Train Accuracy:  0.614, Validation Accuracy:  0.625, Loss:  0.636
Epoch  17 Batch   20/134 - Train Accuracy:  0.629, Validation Accuracy:  0.629, Loss:  0.616
Epoch  17 Batch   21/134 - Train Accuracy:  0.628, Validation Accuracy:  0.631, Loss:  0.636
Epoch  17 Batch   22/134 - Train Accuracy:  0.603, Validation Accuracy:  0.625, Loss:  0.664
Epoch  17 Batch   23/134 - Train Accuracy:  0.640, Validation Accuracy:  0.626, Loss:  0.592
Epoch  17 Batch   24/134 - Train Accuracy:  0.595, Validation Accuracy:  0.625, Loss:  0.656
Epoch  17 Batch   25/134 - Train Accuracy:  0.607, Validation Accuracy:  0.626, Loss:  0.629
Epoch  17 Batch   26/134 - Train Accuracy:  0.599, Validation Accuracy:  0.621, Loss:  0.662
Epoch  17 Batch   27/134 - Train Accuracy:  0.615, Validation Accuracy:  0.623, Loss:  0.636
Epoch  17 Batch   28/134 - Train Accuracy:  0.626, Validation Accuracy:  0.628, Loss:  0.639
Epoch  17 Batch   29/134 - Train Accuracy:  0.634, Validation Accuracy:  0.624, Loss:  0.599
Epoch  17 Batch   30/134 - Train Accuracy:  0.633, Validation Accuracy:  0.625, Loss:  0.606
Epoch  17 Batch   31/134 - Train Accuracy:  0.607, Validation Accuracy:  0.628, Loss:  0.639
Epoch  17 Batch   32/134 - Train Accuracy:  0.624, Validation Accuracy:  0.627, Loss:  0.614
Epoch  17 Batch   33/134 - Train Accuracy:  0.601, Validation Accuracy:  0.620, Loss:  0.642
Epoch  17 Batch   34/134 - Train Accuracy:  0.609, Validation Accuracy:  0.621, Loss:  0.651
Epoch  17 Batch   35/134 - Train Accuracy:  0.620, Validation Accuracy:  0.624, Loss:  0.614
Epoch  17 Batch   36/134 - Train Accuracy:  0.620, Validation Accuracy:  0.627, Loss:  0.636
Epoch  17 Batch   37/134 - Train Accuracy:  0.606, Validation Accuracy:  0.625, Loss:  0.645
Epoch  17 Batch   38/134 - Train Accuracy:  0.625, Validation Accuracy:  0.625, Loss:  0.628
Epoch  17 Batch   39/134 - Train Accuracy:  0.613, Validation Accuracy:  0.626, Loss:  0.630
Epoch  17 Batch   40/134 - Train Accuracy:  0.615, Validation Accuracy:  0.626, Loss:  0.628
Epoch  17 Batch   41/134 - Train Accuracy:  0.621, Validation Accuracy:  0.628, Loss:  0.632
Epoch  17 Batch   42/134 - Train Accuracy:  0.612, Validation Accuracy:  0.627, Loss:  0.636
Epoch  17 Batch   43/134 - Train Accuracy:  0.613, Validation Accuracy:  0.631, Loss:  0.640
Epoch  17 Batch   44/134 - Train Accuracy:  0.611, Validation Accuracy:  0.630, Loss:  0.639
Epoch  17 Batch   45/134 - Train Accuracy:  0.624, Validation Accuracy:  0.629, Loss:  0.620
Epoch  17 Batch   46/134 - Train Accuracy:  0.626, Validation Accuracy:  0.629, Loss:  0.611
Epoch  17 Batch   47/134 - Train Accuracy:  0.607, Validation Accuracy:  0.626, Loss:  0.635
Epoch  17 Batch   48/134 - Train Accuracy:  0.610, Validation Accuracy:  0.627, Loss:  0.629
Epoch  17 Batch   49/134 - Train Accuracy:  0.623, Validation Accuracy:  0.628, Loss:  0.624
Epoch  17 Batch   50/134 - Train Accuracy:  0.609, Validation Accuracy:  0.630, Loss:  0.631
Epoch  17 Batch   51/134 - Train Accuracy:  0.608, Validation Accuracy:  0.630, Loss:  0.628
Epoch  17 Batch   52/134 - Train Accuracy:  0.605, Validation Accuracy:  0.624, Loss:  0.633
Epoch  17 Batch   53/134 - Train Accuracy:  0.609, Validation Accuracy:  0.624, Loss:  0.630
Epoch  17 Batch   54/134 - Train Accuracy:  0.606, Validation Accuracy:  0.627, Loss:  0.633
Epoch  17 Batch   55/134 - Train Accuracy:  0.610, Validation Accuracy:  0.628, Loss:  0.638
Epoch  17 Batch   56/134 - Train Accuracy:  0.620, Validation Accuracy:  0.630, Loss:  0.606
Epoch  17 Batch   57/134 - Train Accuracy:  0.613, Validation Accuracy:  0.627, Loss:  0.633
Epoch  17 Batch   58/134 - Train Accuracy:  0.627, Validation Accuracy:  0.624, Loss:  0.626
Epoch  17 Batch   59/134 - Train Accuracy:  0.608, Validation Accuracy:  0.625, Loss:  0.653
Epoch  17 Batch   60/134 - Train Accuracy:  0.622, Validation Accuracy:  0.628, Loss:  0.621
Epoch  17 Batch   61/134 - Train Accuracy:  0.611, Validation Accuracy:  0.624, Loss:  0.627
Epoch  17 Batch   62/134 - Train Accuracy:  0.611, Validation Accuracy:  0.627, Loss:  0.620
Epoch  17 Batch   63/134 - Train Accuracy:  0.629, Validation Accuracy:  0.627, Loss:  0.625
Epoch  17 Batch   64/134 - Train Accuracy:  0.608, Validation Accuracy:  0.625, Loss:  0.631
Epoch  17 Batch   65/134 - Train Accuracy:  0.614, Validation Accuracy:  0.627, Loss:  0.632
Epoch  17 Batch   66/134 - Train Accuracy:  0.625, Validation Accuracy:  0.627, Loss:  0.613
Epoch  17 Batch   67/134 - Train Accuracy:  0.588, Validation Accuracy:  0.621, Loss:  0.674
Epoch  17 Batch   68/134 - Train Accuracy:  0.607, Validation Accuracy:  0.622, Loss:  0.657
Epoch  17 Batch   69/134 - Train Accuracy:  0.618, Validation Accuracy:  0.621, Loss:  0.630
Epoch  17 Batch   70/134 - Train Accuracy:  0.620, Validation Accuracy:  0.621, Loss:  0.615
Epoch  17 Batch   71/134 - Train Accuracy:  0.616, Validation Accuracy:  0.625, Loss:  0.617
Epoch  17 Batch   72/134 - Train Accuracy:  0.614, Validation Accuracy:  0.629, Loss:  0.621
Epoch  17 Batch   73/134 - Train Accuracy:  0.623, Validation Accuracy:  0.626, Loss:  0.604
Epoch  17 Batch   74/134 - Train Accuracy:  0.620, Validation Accuracy:  0.628, Loss:  0.635
Epoch  17 Batch   75/134 - Train Accuracy:  0.640, Validation Accuracy:  0.626, Loss:  0.609
Epoch  17 Batch   76/134 - Train Accuracy:  0.623, Validation Accuracy:  0.626, Loss:  0.615
Epoch  17 Batch   77/134 - Train Accuracy:  0.642, Validation Accuracy:  0.631, Loss:  0.598
Epoch  17 Batch   78/134 - Train Accuracy:  0.615, Validation Accuracy:  0.629, Loss:  0.628
Epoch  17 Batch   79/134 - Train Accuracy:  0.617, Validation Accuracy:  0.631, Loss:  0.627
Epoch  17 Batch   80/134 - Train Accuracy:  0.619, Validation Accuracy:  0.630, Loss:  0.630
Epoch  17 Batch   81/134 - Train Accuracy:  0.627, Validation Accuracy:  0.629, Loss:  0.620
Epoch  17 Batch   82/134 - Train Accuracy:  0.635, Validation Accuracy:  0.632, Loss:  0.590
Epoch  17 Batch   83/134 - Train Accuracy:  0.618, Validation Accuracy:  0.633, Loss:  0.633
Epoch  17 Batch   84/134 - Train Accuracy:  0.620, Validation Accuracy:  0.631, Loss:  0.624
Epoch  17 Batch   85/134 - Train Accuracy:  0.620, Validation Accuracy:  0.627, Loss:  0.628
Epoch  17 Batch   86/134 - Train Accuracy:  0.600, Validation Accuracy:  0.626, Loss:  0.625
Epoch  17 Batch   87/134 - Train Accuracy:  0.614, Validation Accuracy:  0.628, Loss:  0.639
Epoch  17 Batch   88/134 - Train Accuracy:  0.628, Validation Accuracy:  0.627, Loss:  0.599
Epoch  17 Batch   89/134 - Train Accuracy:  0.616, Validation Accuracy:  0.625, Loss:  0.622
Epoch  17 Batch   90/134 - Train Accuracy:  0.622, Validation Accuracy:  0.627, Loss:  0.627
Epoch  17 Batch   91/134 - Train Accuracy:  0.670, Validation Accuracy:  0.628, Loss:  0.545
Epoch  17 Batch   92/134 - Train Accuracy:  0.614, Validation Accuracy:  0.629, Loss:  0.617
Epoch  17 Batch   93/134 - Train Accuracy:  0.628, Validation Accuracy:  0.628, Loss:  0.613
Epoch  17 Batch   94/134 - Train Accuracy:  0.617, Validation Accuracy:  0.630, Loss:  0.614
Epoch  17 Batch   95/134 - Train Accuracy:  0.628, Validation Accuracy:  0.627, Loss:  0.619
Epoch  17 Batch   96/134 - Train Accuracy:  0.625, Validation Accuracy:  0.625, Loss:  0.626
Epoch  17 Batch   97/134 - Train Accuracy:  0.611, Validation Accuracy:  0.623, Loss:  0.624
Epoch  17 Batch   98/134 - Train Accuracy:  0.588, Validation Accuracy:  0.629, Loss:  0.659
Epoch  17 Batch   99/134 - Train Accuracy:  0.613, Validation Accuracy:  0.627, Loss:  0.626
Epoch  17 Batch  100/134 - Train Accuracy:  0.619, Validation Accuracy:  0.624, Loss:  0.622
Epoch  17 Batch  101/134 - Train Accuracy:  0.596, Validation Accuracy:  0.628, Loss:  0.655
Epoch  17 Batch  102/134 - Train Accuracy:  0.615, Validation Accuracy:  0.630, Loss:  0.622
Epoch  17 Batch  103/134 - Train Accuracy:  0.633, Validation Accuracy:  0.625, Loss:  0.602
Epoch  17 Batch  104/134 - Train Accuracy:  0.632, Validation Accuracy:  0.628, Loss:  0.607
Epoch  17 Batch  105/134 - Train Accuracy:  0.617, Validation Accuracy:  0.630, Loss:  0.622
Epoch  17 Batch  106/134 - Train Accuracy:  0.621, Validation Accuracy:  0.629, Loss:  0.621
Epoch  17 Batch  107/134 - Train Accuracy:  0.633, Validation Accuracy:  0.629, Loss:  0.598
Epoch  17 Batch  108/134 - Train Accuracy:  0.600, Validation Accuracy:  0.631, Loss:  0.645
Epoch  17 Batch  109/134 - Train Accuracy:  0.636, Validation Accuracy:  0.629, Loss:  0.589
Epoch  17 Batch  110/134 - Train Accuracy:  0.641, Validation Accuracy:  0.632, Loss:  0.613
Epoch  17 Batch  111/134 - Train Accuracy:  0.618, Validation Accuracy:  0.631, Loss:  0.626
Epoch  17 Batch  112/134 - Train Accuracy:  0.622, Validation Accuracy:  0.630, Loss:  0.607
Epoch  17 Batch  113/134 - Train Accuracy:  0.669, Validation Accuracy:  0.631, Loss:  0.547
Epoch  17 Batch  114/134 - Train Accuracy:  0.613, Validation Accuracy:  0.628, Loss:  0.617
Epoch  17 Batch  115/134 - Train Accuracy:  0.591, Validation Accuracy:  0.625, Loss:  0.657
Epoch  17 Batch  116/134 - Train Accuracy:  0.615, Validation Accuracy:  0.629, Loss:  0.621
Epoch  17 Batch  117/134 - Train Accuracy:  0.616, Validation Accuracy:  0.629, Loss:  0.611
Epoch  17 Batch  118/134 - Train Accuracy:  0.626, Validation Accuracy:  0.629, Loss:  0.610
Epoch  17 Batch  119/134 - Train Accuracy:  0.651, Validation Accuracy:  0.629, Loss:  0.563
Epoch  17 Batch  120/134 - Train Accuracy:  0.623, Validation Accuracy:  0.628, Loss:  0.621
Epoch  17 Batch  121/134 - Train Accuracy:  0.625, Validation Accuracy:  0.630, Loss:  0.608
Epoch  17 Batch  122/134 - Train Accuracy:  0.609, Validation Accuracy:  0.632, Loss:  0.621
Epoch  17 Batch  123/134 - Train Accuracy:  0.625, Validation Accuracy:  0.634, Loss:  0.607
Epoch  17 Batch  124/134 - Train Accuracy:  0.648, Validation Accuracy:  0.632, Loss:  0.578
Epoch  17 Batch  125/134 - Train Accuracy:  0.628, Validation Accuracy:  0.629, Loss:  0.613
Epoch  17 Batch  126/134 - Train Accuracy:  0.608, Validation Accuracy:  0.630, Loss:  0.625
Epoch  17 Batch  127/134 - Train Accuracy:  0.638, Validation Accuracy:  0.633, Loss:  0.594
Epoch  17 Batch  128/134 - Train Accuracy:  0.606, Validation Accuracy:  0.632, Loss:  0.625
Epoch  17 Batch  129/134 - Train Accuracy:  0.629, Validation Accuracy:  0.628, Loss:  0.617
Epoch  17 Batch  130/134 - Train Accuracy:  0.610, Validation Accuracy:  0.631, Loss:  0.621
Epoch  17 Batch  131/134 - Train Accuracy:  0.608, Validation Accuracy:  0.628, Loss:  0.643
Epoch  17 Batch  132/134 - Train Accuracy:  0.629, Validation Accuracy:  0.628, Loss:  0.606
Epoch  18 Batch    0/134 - Train Accuracy:  0.613, Validation Accuracy:  0.629, Loss:  0.614
Epoch  18 Batch    1/134 - Train Accuracy:  0.609, Validation Accuracy:  0.631, Loss:  0.638
Epoch  18 Batch    2/134 - Train Accuracy:  0.625, Validation Accuracy:  0.633, Loss:  0.603
Epoch  18 Batch    3/134 - Train Accuracy:  0.620, Validation Accuracy:  0.629, Loss:  0.608
Epoch  18 Batch    4/134 - Train Accuracy:  0.621, Validation Accuracy:  0.629, Loss:  0.619
Epoch  18 Batch    5/134 - Train Accuracy:  0.616, Validation Accuracy:  0.627, Loss:  0.627
Epoch  18 Batch    6/134 - Train Accuracy:  0.641, Validation Accuracy:  0.625, Loss:  0.579
Epoch  18 Batch    7/134 - Train Accuracy:  0.611, Validation Accuracy:  0.628, Loss:  0.612
Epoch  18 Batch    8/134 - Train Accuracy:  0.615, Validation Accuracy:  0.625, Loss:  0.604
Epoch  18 Batch    9/134 - Train Accuracy:  0.641, Validation Accuracy:  0.628, Loss:  0.576
Epoch  18 Batch   10/134 - Train Accuracy:  0.624, Validation Accuracy:  0.627, Loss:  0.611
Epoch  18 Batch   11/134 - Train Accuracy:  0.614, Validation Accuracy:  0.627, Loss:  0.606
Epoch  18 Batch   12/134 - Train Accuracy:  0.646, Validation Accuracy:  0.628, Loss:  0.577
Epoch  18 Batch   13/134 - Train Accuracy:  0.599, Validation Accuracy:  0.625, Loss:  0.623
Epoch  18 Batch   14/134 - Train Accuracy:  0.625, Validation Accuracy:  0.628, Loss:  0.606
Epoch  18 Batch   15/134 - Train Accuracy:  0.619, Validation Accuracy:  0.629, Loss:  0.600
Epoch  18 Batch   16/134 - Train Accuracy:  0.625, Validation Accuracy:  0.629, Loss:  0.601
Epoch  18 Batch   17/134 - Train Accuracy:  0.621, Validation Accuracy:  0.633, Loss:  0.615
Epoch  18 Batch   18/134 - Train Accuracy:  0.620, Validation Accuracy:  0.630, Loss:  0.612
Epoch  18 Batch   19/134 - Train Accuracy:  0.625, Validation Accuracy:  0.628, Loss:  0.607
Epoch  18 Batch   20/134 - Train Accuracy:  0.635, Validation Accuracy:  0.631, Loss:  0.588
Epoch  18 Batch   21/134 - Train Accuracy:  0.634, Validation Accuracy:  0.633, Loss:  0.606
Epoch  18 Batch   22/134 - Train Accuracy:  0.606, Validation Accuracy:  0.631, Loss:  0.634
Epoch  18 Batch   23/134 - Train Accuracy:  0.637, Validation Accuracy:  0.628, Loss:  0.565
Epoch  18 Batch   24/134 - Train Accuracy:  0.604, Validation Accuracy:  0.633, Loss:  0.626
Epoch  18 Batch   25/134 - Train Accuracy:  0.612, Validation Accuracy:  0.630, Loss:  0.600
Epoch  18 Batch   26/134 - Train Accuracy:  0.602, Validation Accuracy:  0.624, Loss:  0.631
Epoch  18 Batch   27/134 - Train Accuracy:  0.625, Validation Accuracy:  0.625, Loss:  0.607
Epoch  18 Batch   28/134 - Train Accuracy:  0.631, Validation Accuracy:  0.628, Loss:  0.610
Epoch  18 Batch   29/134 - Train Accuracy:  0.641, Validation Accuracy:  0.629, Loss:  0.571
Epoch  18 Batch   30/134 - Train Accuracy:  0.637, Validation Accuracy:  0.627, Loss:  0.578
Epoch  18 Batch   31/134 - Train Accuracy:  0.612, Validation Accuracy:  0.625, Loss:  0.609
Epoch  18 Batch   32/134 - Train Accuracy:  0.628, Validation Accuracy:  0.627, Loss:  0.585
Epoch  18 Batch   33/134 - Train Accuracy:  0.608, Validation Accuracy:  0.623, Loss:  0.614
Epoch  18 Batch   34/134 - Train Accuracy:  0.612, Validation Accuracy:  0.623, Loss:  0.621
Epoch  18 Batch   35/134 - Train Accuracy:  0.629, Validation Accuracy:  0.630, Loss:  0.587
Epoch  18 Batch   36/134 - Train Accuracy:  0.629, Validation Accuracy:  0.630, Loss:  0.607
Epoch  18 Batch   37/134 - Train Accuracy:  0.611, Validation Accuracy:  0.624, Loss:  0.617
Epoch  18 Batch   38/134 - Train Accuracy:  0.624, Validation Accuracy:  0.625, Loss:  0.600
Epoch  18 Batch   39/134 - Train Accuracy:  0.626, Validation Accuracy:  0.627, Loss:  0.601
Epoch  18 Batch   40/134 - Train Accuracy:  0.623, Validation Accuracy:  0.627, Loss:  0.600
Epoch  18 Batch   41/134 - Train Accuracy:  0.626, Validation Accuracy:  0.628, Loss:  0.604
Epoch  18 Batch   42/134 - Train Accuracy:  0.616, Validation Accuracy:  0.633, Loss:  0.608
Epoch  18 Batch   43/134 - Train Accuracy:  0.624, Validation Accuracy:  0.635, Loss:  0.611
Epoch  18 Batch   44/134 - Train Accuracy:  0.621, Validation Accuracy:  0.629, Loss:  0.611
Epoch  18 Batch   45/134 - Train Accuracy:  0.629, Validation Accuracy:  0.629, Loss:  0.592
Epoch  18 Batch   46/134 - Train Accuracy:  0.629, Validation Accuracy:  0.632, Loss:  0.583
Epoch  18 Batch   47/134 - Train Accuracy:  0.615, Validation Accuracy:  0.632, Loss:  0.607
Epoch  18 Batch   48/134 - Train Accuracy:  0.615, Validation Accuracy:  0.628, Loss:  0.600
Epoch  18 Batch   49/134 - Train Accuracy:  0.626, Validation Accuracy:  0.629, Loss:  0.597
Epoch  18 Batch   50/134 - Train Accuracy:  0.619, Validation Accuracy:  0.632, Loss:  0.603
Epoch  18 Batch   51/134 - Train Accuracy:  0.610, Validation Accuracy:  0.629, Loss:  0.600
Epoch  18 Batch   52/134 - Train Accuracy:  0.608, Validation Accuracy:  0.631, Loss:  0.604
Epoch  18 Batch   53/134 - Train Accuracy:  0.613, Validation Accuracy:  0.630, Loss:  0.604
Epoch  18 Batch   54/134 - Train Accuracy:  0.615, Validation Accuracy:  0.631, Loss:  0.606
Epoch  18 Batch   55/134 - Train Accuracy:  0.618, Validation Accuracy:  0.629, Loss:  0.609
Epoch  18 Batch   56/134 - Train Accuracy:  0.624, Validation Accuracy:  0.631, Loss:  0.580
Epoch  18 Batch   57/134 - Train Accuracy:  0.618, Validation Accuracy:  0.629, Loss:  0.604
Epoch  18 Batch   58/134 - Train Accuracy:  0.627, Validation Accuracy:  0.628, Loss:  0.599
Epoch  18 Batch   59/134 - Train Accuracy:  0.611, Validation Accuracy:  0.627, Loss:  0.624
Epoch  18 Batch   60/134 - Train Accuracy:  0.620, Validation Accuracy:  0.629, Loss:  0.593
Epoch  18 Batch   61/134 - Train Accuracy:  0.615, Validation Accuracy:  0.626, Loss:  0.599
Epoch  18 Batch   62/134 - Train Accuracy:  0.608, Validation Accuracy:  0.621, Loss:  0.592
Epoch  18 Batch   63/134 - Train Accuracy:  0.624, Validation Accuracy:  0.626, Loss:  0.598
Epoch  18 Batch   64/134 - Train Accuracy:  0.612, Validation Accuracy:  0.627, Loss:  0.602
Epoch  18 Batch   65/134 - Train Accuracy:  0.616, Validation Accuracy:  0.629, Loss:  0.604
Epoch  18 Batch   66/134 - Train Accuracy:  0.632, Validation Accuracy:  0.629, Loss:  0.585
Epoch  18 Batch   67/134 - Train Accuracy:  0.592, Validation Accuracy:  0.632, Loss:  0.643
Epoch  18 Batch   68/134 - Train Accuracy:  0.613, Validation Accuracy:  0.629, Loss:  0.628
Epoch  18 Batch   69/134 - Train Accuracy:  0.626, Validation Accuracy:  0.631, Loss:  0.602
Epoch  18 Batch   70/134 - Train Accuracy:  0.628, Validation Accuracy:  0.630, Loss:  0.588
Epoch  18 Batch   71/134 - Train Accuracy:  0.622, Validation Accuracy:  0.628, Loss:  0.589
Epoch  18 Batch   72/134 - Train Accuracy:  0.622, Validation Accuracy:  0.633, Loss:  0.593
Epoch  18 Batch   73/134 - Train Accuracy:  0.632, Validation Accuracy:  0.629, Loss:  0.577
Epoch  18 Batch   74/134 - Train Accuracy:  0.629, Validation Accuracy:  0.629, Loss:  0.606
Epoch  18 Batch   75/134 - Train Accuracy:  0.646, Validation Accuracy:  0.632, Loss:  0.582
Epoch  18 Batch   76/134 - Train Accuracy:  0.629, Validation Accuracy:  0.633, Loss:  0.586
Epoch  18 Batch   77/134 - Train Accuracy:  0.648, Validation Accuracy:  0.632, Loss:  0.571
Epoch  18 Batch   78/134 - Train Accuracy:  0.614, Validation Accuracy:  0.635, Loss:  0.599
Epoch  18 Batch   79/134 - Train Accuracy:  0.625, Validation Accuracy:  0.636, Loss:  0.599
Epoch  18 Batch   80/134 - Train Accuracy:  0.629, Validation Accuracy:  0.636, Loss:  0.602
Epoch  18 Batch   81/134 - Train Accuracy:  0.631, Validation Accuracy:  0.636, Loss:  0.591
Epoch  18 Batch   82/134 - Train Accuracy:  0.644, Validation Accuracy:  0.633, Loss:  0.565
Epoch  18 Batch   83/134 - Train Accuracy:  0.624, Validation Accuracy:  0.634, Loss:  0.604
Epoch  18 Batch   84/134 - Train Accuracy:  0.620, Validation Accuracy:  0.634, Loss:  0.597
Epoch  18 Batch   85/134 - Train Accuracy:  0.627, Validation Accuracy:  0.628, Loss:  0.601
Epoch  18 Batch   86/134 - Train Accuracy:  0.612, Validation Accuracy:  0.629, Loss:  0.598
Epoch  18 Batch   87/134 - Train Accuracy:  0.618, Validation Accuracy:  0.632, Loss:  0.612
Epoch  18 Batch   88/134 - Train Accuracy:  0.631, Validation Accuracy:  0.631, Loss:  0.572
Epoch  18 Batch   89/134 - Train Accuracy:  0.626, Validation Accuracy:  0.632, Loss:  0.593
Epoch  18 Batch   90/134 - Train Accuracy:  0.623, Validation Accuracy:  0.631, Loss:  0.597
Epoch  18 Batch   91/134 - Train Accuracy:  0.671, Validation Accuracy:  0.631, Loss:  0.520
Epoch  18 Batch   92/134 - Train Accuracy:  0.624, Validation Accuracy:  0.631, Loss:  0.589
Epoch  18 Batch   93/134 - Train Accuracy:  0.634, Validation Accuracy:  0.631, Loss:  0.584
Epoch  18 Batch   94/134 - Train Accuracy:  0.623, Validation Accuracy:  0.632, Loss:  0.585
Epoch  18 Batch   95/134 - Train Accuracy:  0.628, Validation Accuracy:  0.631, Loss:  0.591
Epoch  18 Batch   96/134 - Train Accuracy:  0.632, Validation Accuracy:  0.627, Loss:  0.596
Epoch  18 Batch   97/134 - Train Accuracy:  0.612, Validation Accuracy:  0.628, Loss:  0.595
Epoch  18 Batch   98/134 - Train Accuracy:  0.598, Validation Accuracy:  0.633, Loss:  0.627
Epoch  18 Batch   99/134 - Train Accuracy:  0.617, Validation Accuracy:  0.629, Loss:  0.597
Epoch  18 Batch  100/134 - Train Accuracy:  0.624, Validation Accuracy:  0.631, Loss:  0.593
Epoch  18 Batch  101/134 - Train Accuracy:  0.602, Validation Accuracy:  0.634, Loss:  0.624
Epoch  18 Batch  102/134 - Train Accuracy:  0.620, Validation Accuracy:  0.629, Loss:  0.596
Epoch  18 Batch  103/134 - Train Accuracy:  0.639, Validation Accuracy:  0.628, Loss:  0.575
Epoch  18 Batch  104/134 - Train Accuracy:  0.634, Validation Accuracy:  0.631, Loss:  0.580
Epoch  18 Batch  105/134 - Train Accuracy:  0.625, Validation Accuracy:  0.630, Loss:  0.594
Epoch  18 Batch  106/134 - Train Accuracy:  0.625, Validation Accuracy:  0.630, Loss:  0.593
Epoch  18 Batch  107/134 - Train Accuracy:  0.641, Validation Accuracy:  0.634, Loss:  0.572
Epoch  18 Batch  108/134 - Train Accuracy:  0.605, Validation Accuracy:  0.636, Loss:  0.616
Epoch  18 Batch  109/134 - Train Accuracy:  0.647, Validation Accuracy:  0.635, Loss:  0.563
Epoch  18 Batch  110/134 - Train Accuracy:  0.646, Validation Accuracy:  0.631, Loss:  0.584
Epoch  18 Batch  111/134 - Train Accuracy:  0.624, Validation Accuracy:  0.633, Loss:  0.599
Epoch  18 Batch  112/134 - Train Accuracy:  0.629, Validation Accuracy:  0.636, Loss:  0.578
Epoch  18 Batch  113/134 - Train Accuracy:  0.675, Validation Accuracy:  0.631, Loss:  0.523
Epoch  18 Batch  114/134 - Train Accuracy:  0.617, Validation Accuracy:  0.630, Loss:  0.589
Epoch  18 Batch  115/134 - Train Accuracy:  0.592, Validation Accuracy:  0.630, Loss:  0.628
Epoch  18 Batch  116/134 - Train Accuracy:  0.626, Validation Accuracy:  0.633, Loss:  0.593
Epoch  18 Batch  117/134 - Train Accuracy:  0.627, Validation Accuracy:  0.632, Loss:  0.582
Epoch  18 Batch  118/134 - Train Accuracy:  0.631, Validation Accuracy:  0.635, Loss:  0.582
Epoch  18 Batch  119/134 - Train Accuracy:  0.660, Validation Accuracy:  0.633, Loss:  0.537
Epoch  18 Batch  120/134 - Train Accuracy:  0.630, Validation Accuracy:  0.634, Loss:  0.592
Epoch  18 Batch  121/134 - Train Accuracy:  0.629, Validation Accuracy:  0.635, Loss:  0.580
Epoch  18 Batch  122/134 - Train Accuracy:  0.618, Validation Accuracy:  0.635, Loss:  0.593
Epoch  18 Batch  123/134 - Train Accuracy:  0.631, Validation Accuracy:  0.636, Loss:  0.578
Epoch  18 Batch  124/134 - Train Accuracy:  0.650, Validation Accuracy:  0.635, Loss:  0.551
Epoch  18 Batch  125/134 - Train Accuracy:  0.634, Validation Accuracy:  0.634, Loss:  0.585
Epoch  18 Batch  126/134 - Train Accuracy:  0.619, Validation Accuracy:  0.636, Loss:  0.598
Epoch  18 Batch  127/134 - Train Accuracy:  0.642, Validation Accuracy:  0.636, Loss:  0.567
Epoch  18 Batch  128/134 - Train Accuracy:  0.610, Validation Accuracy:  0.635, Loss:  0.598
Epoch  18 Batch  129/134 - Train Accuracy:  0.633, Validation Accuracy:  0.631, Loss:  0.589
Epoch  18 Batch  130/134 - Train Accuracy:  0.615, Validation Accuracy:  0.631, Loss:  0.593
Epoch  18 Batch  131/134 - Train Accuracy:  0.614, Validation Accuracy:  0.632, Loss:  0.613
Epoch  18 Batch  132/134 - Train Accuracy:  0.634, Validation Accuracy:  0.635, Loss:  0.578
Epoch  19 Batch    0/134 - Train Accuracy:  0.620, Validation Accuracy:  0.637, Loss:  0.587
Epoch  19 Batch    1/134 - Train Accuracy:  0.619, Validation Accuracy:  0.640, Loss:  0.609
Epoch  19 Batch    2/134 - Train Accuracy:  0.625, Validation Accuracy:  0.637, Loss:  0.574
Epoch  19 Batch    3/134 - Train Accuracy:  0.621, Validation Accuracy:  0.633, Loss:  0.581
Epoch  19 Batch    4/134 - Train Accuracy:  0.621, Validation Accuracy:  0.633, Loss:  0.591
Epoch  19 Batch    5/134 - Train Accuracy:  0.617, Validation Accuracy:  0.632, Loss:  0.598
Epoch  19 Batch    6/134 - Train Accuracy:  0.646, Validation Accuracy:  0.634, Loss:  0.553
Epoch  19 Batch    7/134 - Train Accuracy:  0.614, Validation Accuracy:  0.631, Loss:  0.582
Epoch  19 Batch    8/134 - Train Accuracy:  0.616, Validation Accuracy:  0.632, Loss:  0.576
Epoch  19 Batch    9/134 - Train Accuracy:  0.649, Validation Accuracy:  0.632, Loss:  0.551
Epoch  19 Batch   10/134 - Train Accuracy:  0.630, Validation Accuracy:  0.633, Loss:  0.583
Epoch  19 Batch   11/134 - Train Accuracy:  0.626, Validation Accuracy:  0.636, Loss:  0.579
Epoch  19 Batch   12/134 - Train Accuracy:  0.653, Validation Accuracy:  0.636, Loss:  0.552
Epoch  19 Batch   13/134 - Train Accuracy:  0.603, Validation Accuracy:  0.632, Loss:  0.594
Epoch  19 Batch   14/134 - Train Accuracy:  0.633, Validation Accuracy:  0.633, Loss:  0.580
Epoch  19 Batch   15/134 - Train Accuracy:  0.627, Validation Accuracy:  0.636, Loss:  0.572
Epoch  19 Batch   16/134 - Train Accuracy:  0.636, Validation Accuracy:  0.638, Loss:  0.573
Epoch  19 Batch   17/134 - Train Accuracy:  0.630, Validation Accuracy:  0.637, Loss:  0.587
Epoch  19 Batch   18/134 - Train Accuracy:  0.627, Validation Accuracy:  0.637, Loss:  0.584
Epoch  19 Batch   19/134 - Train Accuracy:  0.627, Validation Accuracy:  0.634, Loss:  0.580
Epoch  19 Batch   20/134 - Train Accuracy:  0.642, Validation Accuracy:  0.637, Loss:  0.561
Epoch  19 Batch   21/134 - Train Accuracy:  0.638, Validation Accuracy:  0.639, Loss:  0.579
Epoch  19 Batch   22/134 - Train Accuracy:  0.610, Validation Accuracy:  0.639, Loss:  0.606
Epoch  19 Batch   23/134 - Train Accuracy:  0.651, Validation Accuracy:  0.638, Loss:  0.539
Epoch  19 Batch   24/134 - Train Accuracy:  0.610, Validation Accuracy:  0.639, Loss:  0.598
Epoch  19 Batch   25/134 - Train Accuracy:  0.619, Validation Accuracy:  0.638, Loss:  0.572
Epoch  19 Batch   26/134 - Train Accuracy:  0.609, Validation Accuracy:  0.632, Loss:  0.603
Epoch  19 Batch   27/134 - Train Accuracy:  0.634, Validation Accuracy:  0.632, Loss:  0.580
Epoch  19 Batch   28/134 - Train Accuracy:  0.634, Validation Accuracy:  0.632, Loss:  0.583
Epoch  19 Batch   29/134 - Train Accuracy:  0.645, Validation Accuracy:  0.634, Loss:  0.545
Epoch  19 Batch   30/134 - Train Accuracy:  0.643, Validation Accuracy:  0.631, Loss:  0.552
Epoch  19 Batch   31/134 - Train Accuracy:  0.615, Validation Accuracy:  0.633, Loss:  0.581
Epoch  19 Batch   32/134 - Train Accuracy:  0.635, Validation Accuracy:  0.636, Loss:  0.559
Epoch  19 Batch   33/134 - Train Accuracy:  0.610, Validation Accuracy:  0.635, Loss:  0.587
Epoch  19 Batch   34/134 - Train Accuracy:  0.625, Validation Accuracy:  0.634, Loss:  0.593
Epoch  19 Batch   35/134 - Train Accuracy:  0.641, Validation Accuracy:  0.636, Loss:  0.561
Epoch  19 Batch   36/134 - Train Accuracy:  0.634, Validation Accuracy:  0.637, Loss:  0.580
Epoch  19 Batch   37/134 - Train Accuracy:  0.617, Validation Accuracy:  0.632, Loss:  0.589
Epoch  19 Batch   38/134 - Train Accuracy:  0.635, Validation Accuracy:  0.634, Loss:  0.573
Epoch  19 Batch   39/134 - Train Accuracy:  0.629, Validation Accuracy:  0.637, Loss:  0.573
Epoch  19 Batch   40/134 - Train Accuracy:  0.630, Validation Accuracy:  0.636, Loss:  0.574
Epoch  19 Batch   41/134 - Train Accuracy:  0.632, Validation Accuracy:  0.637, Loss:  0.578
Epoch  19 Batch   42/134 - Train Accuracy:  0.622, Validation Accuracy:  0.640, Loss:  0.580
Epoch  19 Batch   43/134 - Train Accuracy:  0.627, Validation Accuracy:  0.638, Loss:  0.584
Epoch  19 Batch   44/134 - Train Accuracy:  0.627, Validation Accuracy:  0.636, Loss:  0.584
Epoch  19 Batch   45/134 - Train Accuracy:  0.635, Validation Accuracy:  0.639, Loss:  0.566
Epoch  19 Batch   46/134 - Train Accuracy:  0.636, Validation Accuracy:  0.635, Loss:  0.557
Epoch  19 Batch   47/134 - Train Accuracy:  0.620, Validation Accuracy:  0.634, Loss:  0.580
Epoch  19 Batch   48/134 - Train Accuracy:  0.624, Validation Accuracy:  0.637, Loss:  0.572
Epoch  19 Batch   49/134 - Train Accuracy:  0.637, Validation Accuracy:  0.637, Loss:  0.570
Epoch  19 Batch   50/134 - Train Accuracy:  0.622, Validation Accuracy:  0.643, Loss:  0.576
Epoch  19 Batch   51/134 - Train Accuracy:  0.616, Validation Accuracy:  0.633, Loss:  0.572
Epoch  19 Batch   52/134 - Train Accuracy:  0.623, Validation Accuracy:  0.637, Loss:  0.577
Epoch  19 Batch   53/134 - Train Accuracy:  0.619, Validation Accuracy:  0.637, Loss:  0.576
Epoch  19 Batch   54/134 - Train Accuracy:  0.613, Validation Accuracy:  0.638, Loss:  0.577
Epoch  19 Batch   55/134 - Train Accuracy:  0.626, Validation Accuracy:  0.635, Loss:  0.583
Epoch  19 Batch   56/134 - Train Accuracy:  0.628, Validation Accuracy:  0.638, Loss:  0.555
Epoch  19 Batch   57/134 - Train Accuracy:  0.629, Validation Accuracy:  0.634, Loss:  0.578
Epoch  19 Batch   58/134 - Train Accuracy:  0.630, Validation Accuracy:  0.636, Loss:  0.572
Epoch  19 Batch   59/134 - Train Accuracy:  0.616, Validation Accuracy:  0.640, Loss:  0.595
Epoch  19 Batch   60/134 - Train Accuracy:  0.625, Validation Accuracy:  0.635, Loss:  0.567
Epoch  19 Batch   61/134 - Train Accuracy:  0.620, Validation Accuracy:  0.636, Loss:  0.572
Epoch  19 Batch   62/134 - Train Accuracy:  0.616, Validation Accuracy:  0.636, Loss:  0.566
Epoch  19 Batch   63/134 - Train Accuracy:  0.634, Validation Accuracy:  0.635, Loss:  0.572
Epoch  19 Batch   64/134 - Train Accuracy:  0.618, Validation Accuracy:  0.636, Loss:  0.575
Epoch  19 Batch   65/134 - Train Accuracy:  0.622, Validation Accuracy:  0.639, Loss:  0.577
Epoch  19 Batch   66/134 - Train Accuracy:  0.637, Validation Accuracy:  0.636, Loss:  0.558
Epoch  19 Batch   67/134 - Train Accuracy:  0.602, Validation Accuracy:  0.638, Loss:  0.615
Epoch  19 Batch   68/134 - Train Accuracy:  0.622, Validation Accuracy:  0.635, Loss:  0.601
Epoch  19 Batch   69/134 - Train Accuracy:  0.632, Validation Accuracy:  0.638, Loss:  0.576
Epoch  19 Batch   70/134 - Train Accuracy:  0.634, Validation Accuracy:  0.636, Loss:  0.561
Epoch  19 Batch   71/134 - Train Accuracy:  0.627, Validation Accuracy:  0.638, Loss:  0.562
Epoch  19 Batch   72/134 - Train Accuracy:  0.624, Validation Accuracy:  0.637, Loss:  0.566
Epoch  19 Batch   73/134 - Train Accuracy:  0.638, Validation Accuracy:  0.639, Loss:  0.551
Epoch  19 Batch   74/134 - Train Accuracy:  0.628, Validation Accuracy:  0.640, Loss:  0.579
Epoch  19 Batch   75/134 - Train Accuracy:  0.649, Validation Accuracy:  0.638, Loss:  0.555
Epoch  19 Batch   76/134 - Train Accuracy:  0.637, Validation Accuracy:  0.643, Loss:  0.560
Epoch  19 Batch   77/134 - Train Accuracy:  0.650, Validation Accuracy:  0.645, Loss:  0.546
Epoch  19 Batch   78/134 - Train Accuracy:  0.616, Validation Accuracy:  0.643, Loss:  0.571
Epoch  19 Batch   79/134 - Train Accuracy:  0.629, Validation Accuracy:  0.640, Loss:  0.571
Epoch  19 Batch   80/134 - Train Accuracy:  0.632, Validation Accuracy:  0.641, Loss:  0.575
Epoch  19 Batch   81/134 - Train Accuracy:  0.640, Validation Accuracy:  0.641, Loss:  0.565
Epoch  19 Batch   82/134 - Train Accuracy:  0.646, Validation Accuracy:  0.642, Loss:  0.539
Epoch  19 Batch   83/134 - Train Accuracy:  0.628, Validation Accuracy:  0.641, Loss:  0.578
Epoch  19 Batch   84/134 - Train Accuracy:  0.629, Validation Accuracy:  0.637, Loss:  0.570
Epoch  19 Batch   85/134 - Train Accuracy:  0.634, Validation Accuracy:  0.635, Loss:  0.575
Epoch  19 Batch   86/134 - Train Accuracy:  0.620, Validation Accuracy:  0.638, Loss:  0.570
Epoch  19 Batch   87/134 - Train Accuracy:  0.619, Validation Accuracy:  0.637, Loss:  0.586
Epoch  19 Batch   88/134 - Train Accuracy:  0.637, Validation Accuracy:  0.639, Loss:  0.547
Epoch  19 Batch   89/134 - Train Accuracy:  0.633, Validation Accuracy:  0.640, Loss:  0.566
Epoch  19 Batch   90/134 - Train Accuracy:  0.625, Validation Accuracy:  0.644, Loss:  0.569
Epoch  19 Batch   91/134 - Train Accuracy:  0.680, Validation Accuracy:  0.640, Loss:  0.498
Epoch  19 Batch   92/134 - Train Accuracy:  0.630, Validation Accuracy:  0.641, Loss:  0.563
Epoch  19 Batch   93/134 - Train Accuracy:  0.638, Validation Accuracy:  0.642, Loss:  0.558
Epoch  19 Batch   94/134 - Train Accuracy:  0.627, Validation Accuracy:  0.637, Loss:  0.561
Epoch  19 Batch   95/134 - Train Accuracy:  0.638, Validation Accuracy:  0.638, Loss:  0.565
Epoch  19 Batch   96/134 - Train Accuracy:  0.635, Validation Accuracy:  0.639, Loss:  0.569
Epoch  19 Batch   97/134 - Train Accuracy:  0.622, Validation Accuracy:  0.638, Loss:  0.567
Epoch  19 Batch   98/134 - Train Accuracy:  0.607, Validation Accuracy:  0.638, Loss:  0.599
Epoch  19 Batch   99/134 - Train Accuracy:  0.621, Validation Accuracy:  0.639, Loss:  0.568
Epoch  19 Batch  100/134 - Train Accuracy:  0.624, Validation Accuracy:  0.638, Loss:  0.567
Epoch  19 Batch  101/134 - Train Accuracy:  0.607, Validation Accuracy:  0.641, Loss:  0.597
Epoch  19 Batch  102/134 - Train Accuracy:  0.627, Validation Accuracy:  0.640, Loss:  0.568
Epoch  19 Batch  103/134 - Train Accuracy:  0.643, Validation Accuracy:  0.641, Loss:  0.550
Epoch  19 Batch  104/134 - Train Accuracy:  0.643, Validation Accuracy:  0.638, Loss:  0.553
Epoch  19 Batch  105/134 - Train Accuracy:  0.633, Validation Accuracy:  0.640, Loss:  0.569
Epoch  19 Batch  106/134 - Train Accuracy:  0.635, Validation Accuracy:  0.642, Loss:  0.566
Epoch  19 Batch  107/134 - Train Accuracy:  0.650, Validation Accuracy:  0.643, Loss:  0.547
Epoch  19 Batch  108/134 - Train Accuracy:  0.612, Validation Accuracy:  0.640, Loss:  0.588
Epoch  19 Batch  109/134 - Train Accuracy:  0.648, Validation Accuracy:  0.642, Loss:  0.538
Epoch  19 Batch  110/134 - Train Accuracy:  0.647, Validation Accuracy:  0.635, Loss:  0.558
Epoch  19 Batch  111/134 - Train Accuracy:  0.625, Validation Accuracy:  0.642, Loss:  0.573
Epoch  19 Batch  112/134 - Train Accuracy:  0.635, Validation Accuracy:  0.640, Loss:  0.555
Epoch  19 Batch  113/134 - Train Accuracy:  0.678, Validation Accuracy:  0.638, Loss:  0.500
Epoch  19 Batch  114/134 - Train Accuracy:  0.621, Validation Accuracy:  0.636, Loss:  0.564
Epoch  19 Batch  115/134 - Train Accuracy:  0.599, Validation Accuracy:  0.638, Loss:  0.604
Epoch  19 Batch  116/134 - Train Accuracy:  0.631, Validation Accuracy:  0.640, Loss:  0.574
Epoch  19 Batch  117/134 - Train Accuracy:  0.629, Validation Accuracy:  0.640, Loss:  0.558
Epoch  19 Batch  118/134 - Train Accuracy:  0.631, Validation Accuracy:  0.643, Loss:  0.557
Epoch  19 Batch  119/134 - Train Accuracy:  0.659, Validation Accuracy:  0.639, Loss:  0.516
Epoch  19 Batch  120/134 - Train Accuracy:  0.635, Validation Accuracy:  0.636, Loss:  0.568
Epoch  19 Batch  121/134 - Train Accuracy:  0.638, Validation Accuracy:  0.638, Loss:  0.555
Epoch  19 Batch  122/134 - Train Accuracy:  0.625, Validation Accuracy:  0.644, Loss:  0.567
Epoch  19 Batch  123/134 - Train Accuracy:  0.633, Validation Accuracy:  0.641, Loss:  0.554
Epoch  19 Batch  124/134 - Train Accuracy:  0.655, Validation Accuracy:  0.638, Loss:  0.526
Epoch  19 Batch  125/134 - Train Accuracy:  0.639, Validation Accuracy:  0.639, Loss:  0.560
Epoch  19 Batch  126/134 - Train Accuracy:  0.620, Validation Accuracy:  0.641, Loss:  0.574
Epoch  19 Batch  127/134 - Train Accuracy:  0.644, Validation Accuracy:  0.643, Loss:  0.544
Epoch  19 Batch  128/134 - Train Accuracy:  0.613, Validation Accuracy:  0.640, Loss:  0.572
Epoch  19 Batch  129/134 - Train Accuracy:  0.636, Validation Accuracy:  0.639, Loss:  0.564
Epoch  19 Batch  130/134 - Train Accuracy:  0.622, Validation Accuracy:  0.641, Loss:  0.568
Epoch  19 Batch  131/134 - Train Accuracy:  0.620, Validation Accuracy:  0.642, Loss:  0.586
Epoch  19 Batch  132/134 - Train Accuracy:  0.637, Validation Accuracy:  0.641, Loss:  0.553
Epoch  20 Batch    0/134 - Train Accuracy:  0.623, Validation Accuracy:  0.642, Loss:  0.562
Epoch  20 Batch    1/134 - Train Accuracy:  0.627, Validation Accuracy:  0.643, Loss:  0.582
Epoch  20 Batch    2/134 - Train Accuracy:  0.631, Validation Accuracy:  0.646, Loss:  0.549
Epoch  20 Batch    3/134 - Train Accuracy:  0.629, Validation Accuracy:  0.639, Loss:  0.556
Epoch  20 Batch    4/134 - Train Accuracy:  0.623, Validation Accuracy:  0.640, Loss:  0.565
Epoch  20 Batch    5/134 - Train Accuracy:  0.621, Validation Accuracy:  0.644, Loss:  0.572
Epoch  20 Batch    6/134 - Train Accuracy:  0.652, Validation Accuracy:  0.644, Loss:  0.529
Epoch  20 Batch    7/134 - Train Accuracy:  0.620, Validation Accuracy:  0.641, Loss:  0.555
Epoch  20 Batch    8/134 - Train Accuracy:  0.627, Validation Accuracy:  0.641, Loss:  0.551
Epoch  20 Batch    9/134 - Train Accuracy:  0.652, Validation Accuracy:  0.638, Loss:  0.526
Epoch  20 Batch   10/134 - Train Accuracy:  0.637, Validation Accuracy:  0.639, Loss:  0.557
Epoch  20 Batch   11/134 - Train Accuracy:  0.634, Validation Accuracy:  0.644, Loss:  0.552
Epoch  20 Batch   12/134 - Train Accuracy:  0.659, Validation Accuracy:  0.644, Loss:  0.528
Epoch  20 Batch   13/134 - Train Accuracy:  0.611, Validation Accuracy:  0.640, Loss:  0.568
Epoch  20 Batch   14/134 - Train Accuracy:  0.641, Validation Accuracy:  0.641, Loss:  0.555
Epoch  20 Batch   15/134 - Train Accuracy:  0.637, Validation Accuracy:  0.644, Loss:  0.546
Epoch  20 Batch   16/134 - Train Accuracy:  0.640, Validation Accuracy:  0.644, Loss:  0.547
Epoch  20 Batch   17/134 - Train Accuracy:  0.634, Validation Accuracy:  0.643, Loss:  0.560
Epoch  20 Batch   18/134 - Train Accuracy:  0.632, Validation Accuracy:  0.642, Loss:  0.558
Epoch  20 Batch   19/134 - Train Accuracy:  0.634, Validation Accuracy:  0.644, Loss:  0.554
Epoch  20 Batch   20/134 - Train Accuracy:  0.649, Validation Accuracy:  0.644, Loss:  0.536
Epoch  20 Batch   21/134 - Train Accuracy:  0.646, Validation Accuracy:  0.646, Loss:  0.554
Epoch  20 Batch   22/134 - Train Accuracy:  0.615, Validation Accuracy:  0.643, Loss:  0.578
Epoch  20 Batch   23/134 - Train Accuracy:  0.654, Validation Accuracy:  0.641, Loss:  0.515
Epoch  20 Batch   24/134 - Train Accuracy:  0.611, Validation Accuracy:  0.642, Loss:  0.571
Epoch  20 Batch   25/134 - Train Accuracy:  0.626, Validation Accuracy:  0.639, Loss:  0.546
Epoch  20 Batch   26/134 - Train Accuracy:  0.612, Validation Accuracy:  0.640, Loss:  0.577
Epoch  20 Batch   27/134 - Train Accuracy:  0.644, Validation Accuracy:  0.641, Loss:  0.554
Epoch  20 Batch   28/134 - Train Accuracy:  0.638, Validation Accuracy:  0.639, Loss:  0.557
Epoch  20 Batch   29/134 - Train Accuracy:  0.646, Validation Accuracy:  0.639, Loss:  0.521
Epoch  20 Batch   30/134 - Train Accuracy:  0.643, Validation Accuracy:  0.644, Loss:  0.528
Epoch  20 Batch   31/134 - Train Accuracy:  0.622, Validation Accuracy:  0.643, Loss:  0.555
Epoch  20 Batch   32/134 - Train Accuracy:  0.640, Validation Accuracy:  0.643, Loss:  0.535
Epoch  20 Batch   33/134 - Train Accuracy:  0.616, Validation Accuracy:  0.641, Loss:  0.561
Epoch  20 Batch   34/134 - Train Accuracy:  0.625, Validation Accuracy:  0.640, Loss:  0.567
Epoch  20 Batch   35/134 - Train Accuracy:  0.645, Validation Accuracy:  0.646, Loss:  0.536
Epoch  20 Batch   36/134 - Train Accuracy:  0.641, Validation Accuracy:  0.643, Loss:  0.555
Epoch  20 Batch   37/134 - Train Accuracy:  0.619, Validation Accuracy:  0.639, Loss:  0.562
Epoch  20 Batch   38/134 - Train Accuracy:  0.645, Validation Accuracy:  0.642, Loss:  0.548
Epoch  20 Batch   39/134 - Train Accuracy:  0.636, Validation Accuracy:  0.642, Loss:  0.549
Epoch  20 Batch   40/134 - Train Accuracy:  0.644, Validation Accuracy:  0.644, Loss:  0.549
Epoch  20 Batch   41/134 - Train Accuracy:  0.638, Validation Accuracy:  0.643, Loss:  0.554
Epoch  20 Batch   42/134 - Train Accuracy:  0.620, Validation Accuracy:  0.642, Loss:  0.554
Epoch  20 Batch   43/134 - Train Accuracy:  0.629, Validation Accuracy:  0.644, Loss:  0.560
Epoch  20 Batch   44/134 - Train Accuracy:  0.632, Validation Accuracy:  0.645, Loss:  0.558
Epoch  20 Batch   45/134 - Train Accuracy:  0.641, Validation Accuracy:  0.645, Loss:  0.541
Epoch  20 Batch   46/134 - Train Accuracy:  0.641, Validation Accuracy:  0.643, Loss:  0.533
Epoch  20 Batch   47/134 - Train Accuracy:  0.624, Validation Accuracy:  0.640, Loss:  0.554
Epoch  20 Batch   48/134 - Train Accuracy:  0.630, Validation Accuracy:  0.642, Loss:  0.547
Epoch  20 Batch   49/134 - Train Accuracy:  0.646, Validation Accuracy:  0.646, Loss:  0.544
Epoch  20 Batch   50/134 - Train Accuracy:  0.626, Validation Accuracy:  0.643, Loss:  0.550
Epoch  20 Batch   51/134 - Train Accuracy:  0.628, Validation Accuracy:  0.642, Loss:  0.547
Epoch  20 Batch   52/134 - Train Accuracy:  0.629, Validation Accuracy:  0.642, Loss:  0.551
Epoch  20 Batch   53/134 - Train Accuracy:  0.625, Validation Accuracy:  0.643, Loss:  0.551
Epoch  20 Batch   54/134 - Train Accuracy:  0.620, Validation Accuracy:  0.642, Loss:  0.552
Epoch  20 Batch   55/134 - Train Accuracy:  0.632, Validation Accuracy:  0.644, Loss:  0.557
Epoch  20 Batch   56/134 - Train Accuracy:  0.635, Validation Accuracy:  0.643, Loss:  0.530
Epoch  20 Batch   57/134 - Train Accuracy:  0.633, Validation Accuracy:  0.644, Loss:  0.553
Epoch  20 Batch   58/134 - Train Accuracy:  0.634, Validation Accuracy:  0.646, Loss:  0.548
Epoch  20 Batch   59/134 - Train Accuracy:  0.622, Validation Accuracy:  0.643, Loss:  0.568
Epoch  20 Batch   60/134 - Train Accuracy:  0.631, Validation Accuracy:  0.644, Loss:  0.542
Epoch  20 Batch   61/134 - Train Accuracy:  0.627, Validation Accuracy:  0.641, Loss:  0.546
Epoch  20 Batch   62/134 - Train Accuracy:  0.625, Validation Accuracy:  0.642, Loss:  0.542
Epoch  20 Batch   63/134 - Train Accuracy:  0.644, Validation Accuracy:  0.645, Loss:  0.547
Epoch  20 Batch   64/134 - Train Accuracy:  0.629, Validation Accuracy:  0.644, Loss:  0.549
Epoch  20 Batch   65/134 - Train Accuracy:  0.628, Validation Accuracy:  0.642, Loss:  0.552
Epoch  20 Batch   66/134 - Train Accuracy:  0.644, Validation Accuracy:  0.644, Loss:  0.533
Epoch  20 Batch   67/134 - Train Accuracy:  0.607, Validation Accuracy:  0.643, Loss:  0.589
Epoch  20 Batch   68/134 - Train Accuracy:  0.627, Validation Accuracy:  0.648, Loss:  0.575
Epoch  20 Batch   69/134 - Train Accuracy:  0.639, Validation Accuracy:  0.641, Loss:  0.552
Epoch  20 Batch   70/134 - Train Accuracy:  0.638, Validation Accuracy:  0.644, Loss:  0.537
Epoch  20 Batch   71/134 - Train Accuracy:  0.631, Validation Accuracy:  0.645, Loss:  0.537
Epoch  20 Batch   72/134 - Train Accuracy:  0.632, Validation Accuracy:  0.645, Loss:  0.543
Epoch  20 Batch   73/134 - Train Accuracy:  0.637, Validation Accuracy:  0.645, Loss:  0.527
Epoch  20 Batch   74/134 - Train Accuracy:  0.636, Validation Accuracy:  0.645, Loss:  0.554
Epoch  20 Batch   75/134 - Train Accuracy:  0.653, Validation Accuracy:  0.649, Loss:  0.531
Epoch  20 Batch   76/134 - Train Accuracy:  0.642, Validation Accuracy:  0.649, Loss:  0.536
Epoch  20 Batch   77/134 - Train Accuracy:  0.656, Validation Accuracy:  0.649, Loss:  0.523
Epoch  20 Batch   78/134 - Train Accuracy:  0.629, Validation Accuracy:  0.646, Loss:  0.545
Epoch  20 Batch   79/134 - Train Accuracy:  0.636, Validation Accuracy:  0.647, Loss:  0.546
Epoch  20 Batch   80/134 - Train Accuracy:  0.639, Validation Accuracy:  0.649, Loss:  0.550
Epoch  20 Batch   81/134 - Train Accuracy:  0.639, Validation Accuracy:  0.647, Loss:  0.541
Epoch  20 Batch   82/134 - Train Accuracy:  0.650, Validation Accuracy:  0.646, Loss:  0.517
Epoch  20 Batch   83/134 - Train Accuracy:  0.631, Validation Accuracy:  0.648, Loss:  0.553
Epoch  20 Batch   84/134 - Train Accuracy:  0.632, Validation Accuracy:  0.644, Loss:  0.545
Epoch  20 Batch   85/134 - Train Accuracy:  0.639, Validation Accuracy:  0.644, Loss:  0.551
Epoch  20 Batch   86/134 - Train Accuracy:  0.629, Validation Accuracy:  0.643, Loss:  0.546
Epoch  20 Batch   87/134 - Train Accuracy:  0.628, Validation Accuracy:  0.644, Loss:  0.562
Epoch  20 Batch   88/134 - Train Accuracy:  0.644, Validation Accuracy:  0.647, Loss:  0.523
Epoch  20 Batch   89/134 - Train Accuracy:  0.636, Validation Accuracy:  0.651, Loss:  0.541
Epoch  20 Batch   90/134 - Train Accuracy:  0.632, Validation Accuracy:  0.651, Loss:  0.543
Epoch  20 Batch   91/134 - Train Accuracy:  0.686, Validation Accuracy:  0.648, Loss:  0.475
Epoch  20 Batch   92/134 - Train Accuracy:  0.636, Validation Accuracy:  0.646, Loss:  0.538
Epoch  20 Batch   93/134 - Train Accuracy:  0.642, Validation Accuracy:  0.645, Loss:  0.533
Epoch  20 Batch   94/134 - Train Accuracy:  0.637, Validation Accuracy:  0.643, Loss:  0.536
Epoch  20 Batch   95/134 - Train Accuracy:  0.642, Validation Accuracy:  0.646, Loss:  0.539
Epoch  20 Batch   96/134 - Train Accuracy:  0.640, Validation Accuracy:  0.643, Loss:  0.544
Epoch  20 Batch   97/134 - Train Accuracy:  0.628, Validation Accuracy:  0.649, Loss:  0.542
Epoch  20 Batch   98/134 - Train Accuracy:  0.616, Validation Accuracy:  0.643, Loss:  0.573
Epoch  20 Batch   99/134 - Train Accuracy:  0.630, Validation Accuracy:  0.648, Loss:  0.545
Epoch  20 Batch  100/134 - Train Accuracy:  0.624, Validation Accuracy:  0.643, Loss:  0.543
Epoch  20 Batch  101/134 - Train Accuracy:  0.615, Validation Accuracy:  0.651, Loss:  0.571
Epoch  20 Batch  102/134 - Train Accuracy:  0.634, Validation Accuracy:  0.647, Loss:  0.543
Epoch  20 Batch  103/134 - Train Accuracy:  0.646, Validation Accuracy:  0.646, Loss:  0.526
Epoch  20 Batch  104/134 - Train Accuracy:  0.651, Validation Accuracy:  0.648, Loss:  0.529
Epoch  20 Batch  105/134 - Train Accuracy:  0.635, Validation Accuracy:  0.649, Loss:  0.544
Epoch  20 Batch  106/134 - Train Accuracy:  0.644, Validation Accuracy:  0.647, Loss:  0.542
Epoch  20 Batch  107/134 - Train Accuracy:  0.659, Validation Accuracy:  0.654, Loss:  0.523
Epoch  20 Batch  108/134 - Train Accuracy:  0.616, Validation Accuracy:  0.648, Loss:  0.563
Epoch  20 Batch  109/134 - Train Accuracy:  0.659, Validation Accuracy:  0.650, Loss:  0.513
Epoch  20 Batch  110/134 - Train Accuracy:  0.659, Validation Accuracy:  0.652, Loss:  0.534
Epoch  20 Batch  111/134 - Train Accuracy:  0.629, Validation Accuracy:  0.644, Loss:  0.546
Epoch  20 Batch  112/134 - Train Accuracy:  0.643, Validation Accuracy:  0.649, Loss:  0.529
Epoch  20 Batch  113/134 - Train Accuracy:  0.683, Validation Accuracy:  0.646, Loss:  0.479
Epoch  20 Batch  114/134 - Train Accuracy:  0.628, Validation Accuracy:  0.642, Loss:  0.539
Epoch  20 Batch  115/134 - Train Accuracy:  0.614, Validation Accuracy:  0.647, Loss:  0.576
Epoch  20 Batch  116/134 - Train Accuracy:  0.633, Validation Accuracy:  0.645, Loss:  0.547
Epoch  20 Batch  117/134 - Train Accuracy:  0.637, Validation Accuracy:  0.650, Loss:  0.536
Epoch  20 Batch  118/134 - Train Accuracy:  0.639, Validation Accuracy:  0.652, Loss:  0.534
Epoch  20 Batch  119/134 - Train Accuracy:  0.660, Validation Accuracy:  0.644, Loss:  0.490
Epoch  20 Batch  120/134 - Train Accuracy:  0.648, Validation Accuracy:  0.645, Loss:  0.543
Epoch  20 Batch  121/134 - Train Accuracy:  0.641, Validation Accuracy:  0.644, Loss:  0.535
Epoch  20 Batch  122/134 - Train Accuracy:  0.632, Validation Accuracy:  0.650, Loss:  0.543
Epoch  20 Batch  123/134 - Train Accuracy:  0.646, Validation Accuracy:  0.649, Loss:  0.528
Epoch  20 Batch  124/134 - Train Accuracy:  0.661, Validation Accuracy:  0.643, Loss:  0.504
Epoch  20 Batch  125/134 - Train Accuracy:  0.649, Validation Accuracy:  0.650, Loss:  0.537
Epoch  20 Batch  126/134 - Train Accuracy:  0.628, Validation Accuracy:  0.652, Loss:  0.547
Epoch  20 Batch  127/134 - Train Accuracy:  0.647, Validation Accuracy:  0.646, Loss:  0.519
Epoch  20 Batch  128/134 - Train Accuracy:  0.625, Validation Accuracy:  0.650, Loss:  0.548
Epoch  20 Batch  129/134 - Train Accuracy:  0.650, Validation Accuracy:  0.649, Loss:  0.539
Epoch  20 Batch  130/134 - Train Accuracy:  0.631, Validation Accuracy:  0.648, Loss:  0.541
Epoch  20 Batch  131/134 - Train Accuracy:  0.626, Validation Accuracy:  0.650, Loss:  0.562
Epoch  20 Batch  132/134 - Train Accuracy:  0.641, Validation Accuracy:  0.650, Loss:  0.528
Epoch  21 Batch    0/134 - Train Accuracy:  0.632, Validation Accuracy:  0.650, Loss:  0.535
Epoch  21 Batch    1/134 - Train Accuracy:  0.633, Validation Accuracy:  0.651, Loss:  0.555
Epoch  21 Batch    2/134 - Train Accuracy:  0.632, Validation Accuracy:  0.649, Loss:  0.525
Epoch  21 Batch    3/134 - Train Accuracy:  0.644, Validation Accuracy:  0.653, Loss:  0.530
Epoch  21 Batch    4/134 - Train Accuracy:  0.635, Validation Accuracy:  0.648, Loss:  0.540
Epoch  21 Batch    5/134 - Train Accuracy:  0.623, Validation Accuracy:  0.652, Loss:  0.548
Epoch  21 Batch    6/134 - Train Accuracy:  0.654, Validation Accuracy:  0.653, Loss:  0.506
Epoch  21 Batch    7/134 - Train Accuracy:  0.629, Validation Accuracy:  0.647, Loss:  0.531
Epoch  21 Batch    8/134 - Train Accuracy:  0.634, Validation Accuracy:  0.648, Loss:  0.529
Epoch  21 Batch    9/134 - Train Accuracy:  0.650, Validation Accuracy:  0.644, Loss:  0.504
Epoch  21 Batch   10/134 - Train Accuracy:  0.638, Validation Accuracy:  0.643, Loss:  0.532
Epoch  21 Batch   11/134 - Train Accuracy:  0.634, Validation Accuracy:  0.649, Loss:  0.529
Epoch  21 Batch   12/134 - Train Accuracy:  0.653, Validation Accuracy:  0.645, Loss:  0.506
Epoch  21 Batch   13/134 - Train Accuracy:  0.618, Validation Accuracy:  0.651, Loss:  0.544
Epoch  21 Batch   14/134 - Train Accuracy:  0.643, Validation Accuracy:  0.650, Loss:  0.531
Epoch  21 Batch   15/134 - Train Accuracy:  0.636, Validation Accuracy:  0.645, Loss:  0.522
Epoch  21 Batch   16/134 - Train Accuracy:  0.642, Validation Accuracy:  0.654, Loss:  0.524
Epoch  21 Batch   17/134 - Train Accuracy:  0.638, Validation Accuracy:  0.649, Loss:  0.536
Epoch  21 Batch   18/134 - Train Accuracy:  0.636, Validation Accuracy:  0.652, Loss:  0.534
Epoch  21 Batch   19/134 - Train Accuracy:  0.637, Validation Accuracy:  0.652, Loss:  0.529
Epoch  21 Batch   20/134 - Train Accuracy:  0.655, Validation Accuracy:  0.654, Loss:  0.513
Epoch  21 Batch   21/134 - Train Accuracy:  0.654, Validation Accuracy:  0.654, Loss:  0.530
Epoch  21 Batch   22/134 - Train Accuracy:  0.625, Validation Accuracy:  0.652, Loss:  0.552
Epoch  21 Batch   23/134 - Train Accuracy:  0.660, Validation Accuracy:  0.653, Loss:  0.493
Epoch  21 Batch   24/134 - Train Accuracy:  0.616, Validation Accuracy:  0.657, Loss:  0.545
Epoch  21 Batch   25/134 - Train Accuracy:  0.629, Validation Accuracy:  0.645, Loss:  0.521
Epoch  21 Batch   26/134 - Train Accuracy:  0.622, Validation Accuracy:  0.652, Loss:  0.552
Epoch  21 Batch   27/134 - Train Accuracy:  0.648, Validation Accuracy:  0.648, Loss:  0.530
Epoch  21 Batch   28/134 - Train Accuracy:  0.642, Validation Accuracy:  0.647, Loss:  0.533
Epoch  21 Batch   29/134 - Train Accuracy:  0.659, Validation Accuracy:  0.654, Loss:  0.498
Epoch  21 Batch   30/134 - Train Accuracy:  0.653, Validation Accuracy:  0.650, Loss:  0.505
Epoch  21 Batch   31/134 - Train Accuracy:  0.629, Validation Accuracy:  0.655, Loss:  0.530
Epoch  21 Batch   32/134 - Train Accuracy:  0.645, Validation Accuracy:  0.652, Loss:  0.512
Epoch  21 Batch   33/134 - Train Accuracy:  0.624, Validation Accuracy:  0.650, Loss:  0.537
Epoch  21 Batch   34/134 - Train Accuracy:  0.631, Validation Accuracy:  0.648, Loss:  0.543
Epoch  21 Batch   35/134 - Train Accuracy:  0.650, Validation Accuracy:  0.654, Loss:  0.513
Epoch  21 Batch   36/134 - Train Accuracy:  0.642, Validation Accuracy:  0.648, Loss:  0.531
Epoch  21 Batch   37/134 - Train Accuracy:  0.626, Validation Accuracy:  0.648, Loss:  0.538
Epoch  21 Batch   38/134 - Train Accuracy:  0.648, Validation Accuracy:  0.653, Loss:  0.523
Epoch  21 Batch   39/134 - Train Accuracy:  0.643, Validation Accuracy:  0.650, Loss:  0.524
Epoch  21 Batch   40/134 - Train Accuracy:  0.648, Validation Accuracy:  0.652, Loss:  0.524
Epoch  21 Batch   41/134 - Train Accuracy:  0.646, Validation Accuracy:  0.651, Loss:  0.532
Epoch  21 Batch   42/134 - Train Accuracy:  0.626, Validation Accuracy:  0.654, Loss:  0.529
Epoch  21 Batch   43/134 - Train Accuracy:  0.629, Validation Accuracy:  0.652, Loss:  0.533
Epoch  21 Batch   44/134 - Train Accuracy:  0.635, Validation Accuracy:  0.651, Loss:  0.534
Epoch  21 Batch   45/134 - Train Accuracy:  0.648, Validation Accuracy:  0.651, Loss:  0.516
Epoch  21 Batch   46/134 - Train Accuracy:  0.646, Validation Accuracy:  0.648, Loss:  0.511
Epoch  21 Batch   47/134 - Train Accuracy:  0.630, Validation Accuracy:  0.648, Loss:  0.529
Epoch  21 Batch   48/134 - Train Accuracy:  0.639, Validation Accuracy:  0.650, Loss:  0.521
Epoch  21 Batch   49/134 - Train Accuracy:  0.648, Validation Accuracy:  0.654, Loss:  0.521
Epoch  21 Batch   50/134 - Train Accuracy:  0.632, Validation Accuracy:  0.656, Loss:  0.525
Epoch  21 Batch   51/134 - Train Accuracy:  0.638, Validation Accuracy:  0.657, Loss:  0.522
Epoch  21 Batch   52/134 - Train Accuracy:  0.637, Validation Accuracy:  0.652, Loss:  0.526
Epoch  21 Batch   53/134 - Train Accuracy:  0.632, Validation Accuracy:  0.650, Loss:  0.527
Epoch  21 Batch   54/134 - Train Accuracy:  0.625, Validation Accuracy:  0.647, Loss:  0.529
Epoch  21 Batch   55/134 - Train Accuracy:  0.636, Validation Accuracy:  0.650, Loss:  0.534
Epoch  21 Batch   56/134 - Train Accuracy:  0.638, Validation Accuracy:  0.641, Loss:  0.509
Epoch  21 Batch   57/134 - Train Accuracy:  0.633, Validation Accuracy:  0.648, Loss:  0.530
Epoch  21 Batch   58/134 - Train Accuracy:  0.643, Validation Accuracy:  0.654, Loss:  0.525
Epoch  21 Batch   59/134 - Train Accuracy:  0.628, Validation Accuracy:  0.644, Loss:  0.543
Epoch  21 Batch   60/134 - Train Accuracy:  0.633, Validation Accuracy:  0.648, Loss:  0.519
Epoch  21 Batch   61/134 - Train Accuracy:  0.629, Validation Accuracy:  0.647, Loss:  0.523
Epoch  21 Batch   62/134 - Train Accuracy:  0.626, Validation Accuracy:  0.652, Loss:  0.519
Epoch  21 Batch   63/134 - Train Accuracy:  0.642, Validation Accuracy:  0.652, Loss:  0.523
Epoch  21 Batch   64/134 - Train Accuracy:  0.640, Validation Accuracy:  0.652, Loss:  0.524
Epoch  21 Batch   65/134 - Train Accuracy:  0.634, Validation Accuracy:  0.654, Loss:  0.528
Epoch  21 Batch   66/134 - Train Accuracy:  0.643, Validation Accuracy:  0.649, Loss:  0.510
Epoch  21 Batch   67/134 - Train Accuracy:  0.609, Validation Accuracy:  0.652, Loss:  0.563
Epoch  21 Batch   68/134 - Train Accuracy:  0.624, Validation Accuracy:  0.648, Loss:  0.552
Epoch  21 Batch   69/134 - Train Accuracy:  0.652, Validation Accuracy:  0.651, Loss:  0.530
Epoch  21 Batch   70/134 - Train Accuracy:  0.642, Validation Accuracy:  0.651, Loss:  0.515
Epoch  21 Batch   71/134 - Train Accuracy:  0.642, Validation Accuracy:  0.656, Loss:  0.513
Epoch  21 Batch   72/134 - Train Accuracy:  0.639, Validation Accuracy:  0.654, Loss:  0.519
Epoch  21 Batch   73/134 - Train Accuracy:  0.637, Validation Accuracy:  0.646, Loss:  0.506
Epoch  21 Batch   74/134 - Train Accuracy:  0.640, Validation Accuracy:  0.650, Loss:  0.530
Epoch  21 Batch   75/134 - Train Accuracy:  0.658, Validation Accuracy:  0.651, Loss:  0.508
Epoch  21 Batch   76/134 - Train Accuracy:  0.650, Validation Accuracy:  0.657, Loss:  0.513
Epoch  21 Batch   77/134 - Train Accuracy:  0.653, Validation Accuracy:  0.656, Loss:  0.500
Epoch  21 Batch   78/134 - Train Accuracy:  0.631, Validation Accuracy:  0.652, Loss:  0.522
Epoch  21 Batch   79/134 - Train Accuracy:  0.637, Validation Accuracy:  0.654, Loss:  0.522
Epoch  21 Batch   80/134 - Train Accuracy:  0.641, Validation Accuracy:  0.648, Loss:  0.528
Epoch  21 Batch   81/134 - Train Accuracy:  0.644, Validation Accuracy:  0.649, Loss:  0.519
Epoch  21 Batch   82/134 - Train Accuracy:  0.649, Validation Accuracy:  0.651, Loss:  0.495
Epoch  21 Batch   83/134 - Train Accuracy:  0.628, Validation Accuracy:  0.653, Loss:  0.530
Epoch  21 Batch   84/134 - Train Accuracy:  0.639, Validation Accuracy:  0.645, Loss:  0.521
Epoch  21 Batch   85/134 - Train Accuracy:  0.650, Validation Accuracy:  0.649, Loss:  0.529
Epoch  21 Batch   86/134 - Train Accuracy:  0.639, Validation Accuracy:  0.652, Loss:  0.521
Epoch  21 Batch   87/134 - Train Accuracy:  0.629, Validation Accuracy:  0.650, Loss:  0.539
Epoch  21 Batch   88/134 - Train Accuracy:  0.652, Validation Accuracy:  0.651, Loss:  0.500
Epoch  21 Batch   89/134 - Train Accuracy:  0.638, Validation Accuracy:  0.654, Loss:  0.515
Epoch  21 Batch   90/134 - Train Accuracy:  0.633, Validation Accuracy:  0.655, Loss:  0.521
Epoch  21 Batch   91/134 - Train Accuracy:  0.685, Validation Accuracy:  0.653, Loss:  0.454
Epoch  21 Batch   92/134 - Train Accuracy:  0.639, Validation Accuracy:  0.652, Loss:  0.515
Epoch  21 Batch   93/134 - Train Accuracy:  0.648, Validation Accuracy:  0.651, Loss:  0.510
Epoch  21 Batch   94/134 - Train Accuracy:  0.635, Validation Accuracy:  0.650, Loss:  0.512
Epoch  21 Batch   95/134 - Train Accuracy:  0.645, Validation Accuracy:  0.653, Loss:  0.516
Epoch  21 Batch   96/134 - Train Accuracy:  0.649, Validation Accuracy:  0.654, Loss:  0.519
Epoch  21 Batch   97/134 - Train Accuracy:  0.626, Validation Accuracy:  0.651, Loss:  0.519
Epoch  21 Batch   98/134 - Train Accuracy:  0.614, Validation Accuracy:  0.649, Loss:  0.548
Epoch  21 Batch   99/134 - Train Accuracy:  0.632, Validation Accuracy:  0.650, Loss:  0.522
Epoch  21 Batch  100/134 - Train Accuracy:  0.623, Validation Accuracy:  0.647, Loss:  0.520
Epoch  21 Batch  101/134 - Train Accuracy:  0.622, Validation Accuracy:  0.656, Loss:  0.548
Epoch  21 Batch  102/134 - Train Accuracy:  0.641, Validation Accuracy:  0.657, Loss:  0.520
Epoch  21 Batch  103/134 - Train Accuracy:  0.651, Validation Accuracy:  0.654, Loss:  0.503
Epoch  21 Batch  104/134 - Train Accuracy:  0.653, Validation Accuracy:  0.652, Loss:  0.506
Epoch  21 Batch  105/134 - Train Accuracy:  0.630, Validation Accuracy:  0.651, Loss:  0.519
Epoch  21 Batch  106/134 - Train Accuracy:  0.642, Validation Accuracy:  0.657, Loss:  0.521
Epoch  21 Batch  107/134 - Train Accuracy:  0.662, Validation Accuracy:  0.658, Loss:  0.501
Epoch  21 Batch  108/134 - Train Accuracy:  0.621, Validation Accuracy:  0.659, Loss:  0.538
Epoch  21 Batch  109/134 - Train Accuracy:  0.663, Validation Accuracy:  0.656, Loss:  0.489
Epoch  21 Batch  110/134 - Train Accuracy:  0.659, Validation Accuracy:  0.657, Loss:  0.510
Epoch  21 Batch  111/134 - Train Accuracy:  0.632, Validation Accuracy:  0.659, Loss:  0.522
Epoch  21 Batch  112/134 - Train Accuracy:  0.645, Validation Accuracy:  0.656, Loss:  0.504
Epoch  21 Batch  113/134 - Train Accuracy:  0.688, Validation Accuracy:  0.656, Loss:  0.458
Epoch  21 Batch  114/134 - Train Accuracy:  0.637, Validation Accuracy:  0.652, Loss:  0.516
Epoch  21 Batch  115/134 - Train Accuracy:  0.618, Validation Accuracy:  0.653, Loss:  0.550
Epoch  21 Batch  116/134 - Train Accuracy:  0.641, Validation Accuracy:  0.651, Loss:  0.519
Epoch  21 Batch  117/134 - Train Accuracy:  0.638, Validation Accuracy:  0.655, Loss:  0.507
Epoch  21 Batch  118/134 - Train Accuracy:  0.637, Validation Accuracy:  0.653, Loss:  0.510
Epoch  21 Batch  119/134 - Train Accuracy:  0.671, Validation Accuracy:  0.655, Loss:  0.468
Epoch  21 Batch  120/134 - Train Accuracy:  0.652, Validation Accuracy:  0.650, Loss:  0.516
Epoch  21 Batch  121/134 - Train Accuracy:  0.646, Validation Accuracy:  0.650, Loss:  0.507
Epoch  21 Batch  122/134 - Train Accuracy:  0.634, Validation Accuracy:  0.652, Loss:  0.519
Epoch  21 Batch  123/134 - Train Accuracy:  0.636, Validation Accuracy:  0.649, Loss:  0.507
Epoch  21 Batch  124/134 - Train Accuracy:  0.665, Validation Accuracy:  0.652, Loss:  0.483
Epoch  21 Batch  125/134 - Train Accuracy:  0.643, Validation Accuracy:  0.655, Loss:  0.513
Epoch  21 Batch  126/134 - Train Accuracy:  0.629, Validation Accuracy:  0.650, Loss:  0.523
Epoch  21 Batch  127/134 - Train Accuracy:  0.655, Validation Accuracy:  0.654, Loss:  0.496
Epoch  21 Batch  128/134 - Train Accuracy:  0.629, Validation Accuracy:  0.651, Loss:  0.524
Epoch  21 Batch  129/134 - Train Accuracy:  0.650, Validation Accuracy:  0.652, Loss:  0.516
Epoch  21 Batch  130/134 - Train Accuracy:  0.636, Validation Accuracy:  0.652, Loss:  0.518
Epoch  21 Batch  131/134 - Train Accuracy:  0.631, Validation Accuracy:  0.658, Loss:  0.537
Epoch  21 Batch  132/134 - Train Accuracy:  0.650, Validation Accuracy:  0.657, Loss:  0.505
Epoch  22 Batch    0/134 - Train Accuracy:  0.633, Validation Accuracy:  0.654, Loss:  0.512
Epoch  22 Batch    1/134 - Train Accuracy:  0.630, Validation Accuracy:  0.656, Loss:  0.533
Epoch  22 Batch    2/134 - Train Accuracy:  0.629, Validation Accuracy:  0.649, Loss:  0.504
Epoch  22 Batch    3/134 - Train Accuracy:  0.637, Validation Accuracy:  0.650, Loss:  0.511
Epoch  22 Batch    4/134 - Train Accuracy:  0.630, Validation Accuracy:  0.650, Loss:  0.520
Epoch  22 Batch    5/134 - Train Accuracy:  0.622, Validation Accuracy:  0.655, Loss:  0.525
Epoch  22 Batch    6/134 - Train Accuracy:  0.659, Validation Accuracy:  0.654, Loss:  0.485
Epoch  22 Batch    7/134 - Train Accuracy:  0.627, Validation Accuracy:  0.651, Loss:  0.508
Epoch  22 Batch    8/134 - Train Accuracy:  0.639, Validation Accuracy:  0.658, Loss:  0.509
Epoch  22 Batch    9/134 - Train Accuracy:  0.650, Validation Accuracy:  0.653, Loss:  0.489
Epoch  22 Batch   10/134 - Train Accuracy:  0.644, Validation Accuracy:  0.650, Loss:  0.511
Epoch  22 Batch   11/134 - Train Accuracy:  0.635, Validation Accuracy:  0.653, Loss:  0.506
Epoch  22 Batch   12/134 - Train Accuracy:  0.651, Validation Accuracy:  0.647, Loss:  0.488
Epoch  22 Batch   13/134 - Train Accuracy:  0.615, Validation Accuracy:  0.652, Loss:  0.524
Epoch  22 Batch   14/134 - Train Accuracy:  0.640, Validation Accuracy:  0.652, Loss:  0.510
Epoch  22 Batch   15/134 - Train Accuracy:  0.639, Validation Accuracy:  0.648, Loss:  0.499
Epoch  22 Batch   16/134 - Train Accuracy:  0.639, Validation Accuracy:  0.650, Loss:  0.502
Epoch  22 Batch   17/134 - Train Accuracy:  0.634, Validation Accuracy:  0.653, Loss:  0.514
Epoch  22 Batch   18/134 - Train Accuracy:  0.645, Validation Accuracy:  0.655, Loss:  0.511
Epoch  22 Batch   19/134 - Train Accuracy:  0.639, Validation Accuracy:  0.655, Loss:  0.507
Epoch  22 Batch   20/134 - Train Accuracy:  0.652, Validation Accuracy:  0.658, Loss:  0.491
Epoch  22 Batch   21/134 - Train Accuracy:  0.658, Validation Accuracy:  0.658, Loss:  0.507
Epoch  22 Batch   22/134 - Train Accuracy:  0.625, Validation Accuracy:  0.660, Loss:  0.528
Epoch  22 Batch   23/134 - Train Accuracy:  0.661, Validation Accuracy:  0.654, Loss:  0.472
Epoch  22 Batch   24/134 - Train Accuracy:  0.626, Validation Accuracy:  0.656, Loss:  0.522
Epoch  22 Batch   25/134 - Train Accuracy:  0.631, Validation Accuracy:  0.652, Loss:  0.500
Epoch  22 Batch   26/134 - Train Accuracy:  0.625, Validation Accuracy:  0.653, Loss:  0.529
Epoch  22 Batch   27/134 - Train Accuracy:  0.652, Validation Accuracy:  0.652, Loss:  0.509
Epoch  22 Batch   28/134 - Train Accuracy:  0.639, Validation Accuracy:  0.651, Loss:  0.510
Epoch  22 Batch   29/134 - Train Accuracy:  0.656, Validation Accuracy:  0.658, Loss:  0.476
Epoch  22 Batch   30/134 - Train Accuracy:  0.655, Validation Accuracy:  0.657, Loss:  0.484
Epoch  22 Batch   31/134 - Train Accuracy:  0.627, Validation Accuracy:  0.659, Loss:  0.507
Epoch  22 Batch   32/134 - Train Accuracy:  0.648, Validation Accuracy:  0.654, Loss:  0.492
Epoch  22 Batch   33/134 - Train Accuracy:  0.625, Validation Accuracy:  0.653, Loss:  0.515
Epoch  22 Batch   34/134 - Train Accuracy:  0.632, Validation Accuracy:  0.653, Loss:  0.520
Epoch  22 Batch   35/134 - Train Accuracy:  0.661, Validation Accuracy:  0.655, Loss:  0.492
Epoch  22 Batch   36/134 - Train Accuracy:  0.643, Validation Accuracy:  0.653, Loss:  0.508
Epoch  22 Batch   37/134 - Train Accuracy:  0.623, Validation Accuracy:  0.655, Loss:  0.516
Epoch  22 Batch   38/134 - Train Accuracy:  0.650, Validation Accuracy:  0.655, Loss:  0.500
Epoch  22 Batch   39/134 - Train Accuracy:  0.646, Validation Accuracy:  0.651, Loss:  0.503
Epoch  22 Batch   40/134 - Train Accuracy:  0.655, Validation Accuracy:  0.656, Loss:  0.502
Epoch  22 Batch   41/134 - Train Accuracy:  0.644, Validation Accuracy:  0.654, Loss:  0.510
Epoch  22 Batch   42/134 - Train Accuracy:  0.630, Validation Accuracy:  0.654, Loss:  0.507
Epoch  22 Batch   43/134 - Train Accuracy:  0.632, Validation Accuracy:  0.648, Loss:  0.509
Epoch  22 Batch   44/134 - Train Accuracy:  0.634, Validation Accuracy:  0.654, Loss:  0.512
Epoch  22 Batch   45/134 - Train Accuracy:  0.648, Validation Accuracy:  0.654, Loss:  0.494
Epoch  22 Batch   46/134 - Train Accuracy:  0.651, Validation Accuracy:  0.652, Loss:  0.490
Epoch  22 Batch   47/134 - Train Accuracy:  0.634, Validation Accuracy:  0.651, Loss:  0.507
Epoch  22 Batch   48/134 - Train Accuracy:  0.637, Validation Accuracy:  0.652, Loss:  0.498
Epoch  22 Batch   49/134 - Train Accuracy:  0.649, Validation Accuracy:  0.655, Loss:  0.500
Epoch  22 Batch   50/134 - Train Accuracy:  0.632, Validation Accuracy:  0.655, Loss:  0.503
Epoch  22 Batch   51/134 - Train Accuracy:  0.640, Validation Accuracy:  0.657, Loss:  0.499
Epoch  22 Batch   52/134 - Train Accuracy:  0.639, Validation Accuracy:  0.656, Loss:  0.504
Epoch  22 Batch   53/134 - Train Accuracy:  0.630, Validation Accuracy:  0.653, Loss:  0.505
Epoch  22 Batch   54/134 - Train Accuracy:  0.628, Validation Accuracy:  0.653, Loss:  0.507
Epoch  22 Batch   55/134 - Train Accuracy:  0.635, Validation Accuracy:  0.653, Loss:  0.511
Epoch  22 Batch   56/134 - Train Accuracy:  0.644, Validation Accuracy:  0.655, Loss:  0.487
Epoch  22 Batch   57/134 - Train Accuracy:  0.640, Validation Accuracy:  0.652, Loss:  0.507
Epoch  22 Batch   58/134 - Train Accuracy:  0.640, Validation Accuracy:  0.652, Loss:  0.501
Epoch  22 Batch   59/134 - Train Accuracy:  0.622, Validation Accuracy:  0.650, Loss:  0.520
Epoch  22 Batch   60/134 - Train Accuracy:  0.637, Validation Accuracy:  0.655, Loss:  0.497
Epoch  22 Batch   61/134 - Train Accuracy:  0.632, Validation Accuracy:  0.652, Loss:  0.500
Epoch  22 Batch   62/134 - Train Accuracy:  0.631, Validation Accuracy:  0.650, Loss:  0.497
Epoch  22 Batch   63/134 - Train Accuracy:  0.637, Validation Accuracy:  0.656, Loss:  0.500
Epoch  22 Batch   64/134 - Train Accuracy:  0.638, Validation Accuracy:  0.654, Loss:  0.501
Epoch  22 Batch   65/134 - Train Accuracy:  0.633, Validation Accuracy:  0.654, Loss:  0.505
Epoch  22 Batch   66/134 - Train Accuracy:  0.646, Validation Accuracy:  0.657, Loss:  0.489
Epoch  22 Batch   67/134 - Train Accuracy:  0.616, Validation Accuracy:  0.658, Loss:  0.539
Epoch  22 Batch   68/134 - Train Accuracy:  0.625, Validation Accuracy:  0.657, Loss:  0.529
Epoch  22 Batch   69/134 - Train Accuracy:  0.654, Validation Accuracy:  0.661, Loss:  0.509
Epoch  22 Batch   70/134 - Train Accuracy:  0.644, Validation Accuracy:  0.654, Loss:  0.494
Epoch  22 Batch   71/134 - Train Accuracy:  0.642, Validation Accuracy:  0.662, Loss:  0.492
Epoch  22 Batch   72/134 - Train Accuracy:  0.642, Validation Accuracy:  0.657, Loss:  0.497
Epoch  22 Batch   73/134 - Train Accuracy:  0.638, Validation Accuracy:  0.652, Loss:  0.484
Epoch  22 Batch   74/134 - Train Accuracy:  0.642, Validation Accuracy:  0.649, Loss:  0.507
Epoch  22 Batch   75/134 - Train Accuracy:  0.654, Validation Accuracy:  0.649, Loss:  0.487
Epoch  22 Batch   76/134 - Train Accuracy:  0.646, Validation Accuracy:  0.655, Loss:  0.492
Epoch  22 Batch   77/134 - Train Accuracy:  0.653, Validation Accuracy:  0.656, Loss:  0.478
Epoch  22 Batch   78/134 - Train Accuracy:  0.630, Validation Accuracy:  0.655, Loss:  0.500
Epoch  22 Batch   79/134 - Train Accuracy:  0.636, Validation Accuracy:  0.661, Loss:  0.498
Epoch  22 Batch   80/134 - Train Accuracy:  0.643, Validation Accuracy:  0.657, Loss:  0.505
Epoch  22 Batch   81/134 - Train Accuracy:  0.644, Validation Accuracy:  0.659, Loss:  0.497
Epoch  22 Batch   82/134 - Train Accuracy:  0.654, Validation Accuracy:  0.654, Loss:  0.474
Epoch  22 Batch   83/134 - Train Accuracy:  0.632, Validation Accuracy:  0.652, Loss:  0.508
Epoch  22 Batch   84/134 - Train Accuracy:  0.638, Validation Accuracy:  0.657, Loss:  0.499
Epoch  22 Batch   85/134 - Train Accuracy:  0.646, Validation Accuracy:  0.651, Loss:  0.506
Epoch  22 Batch   86/134 - Train Accuracy:  0.638, Validation Accuracy:  0.651, Loss:  0.499
Epoch  22 Batch   87/134 - Train Accuracy:  0.630, Validation Accuracy:  0.651, Loss:  0.516
Epoch  22 Batch   88/134 - Train Accuracy:  0.658, Validation Accuracy:  0.659, Loss:  0.480
Epoch  22 Batch   89/134 - Train Accuracy:  0.647, Validation Accuracy:  0.656, Loss:  0.493
Epoch  22 Batch   90/134 - Train Accuracy:  0.636, Validation Accuracy:  0.658, Loss:  0.500
Epoch  22 Batch   91/134 - Train Accuracy:  0.684, Validation Accuracy:  0.652, Loss:  0.435
Epoch  22 Batch   92/134 - Train Accuracy:  0.641, Validation Accuracy:  0.655, Loss:  0.493
Epoch  22 Batch   93/134 - Train Accuracy:  0.650, Validation Accuracy:  0.653, Loss:  0.489
Epoch  22 Batch   94/134 - Train Accuracy:  0.635, Validation Accuracy:  0.654, Loss:  0.489
Epoch  22 Batch   95/134 - Train Accuracy:  0.644, Validation Accuracy:  0.659, Loss:  0.495
Epoch  22 Batch   96/134 - Train Accuracy:  0.644, Validation Accuracy:  0.652, Loss:  0.496
Epoch  22 Batch   97/134 - Train Accuracy:  0.624, Validation Accuracy:  0.658, Loss:  0.499
Epoch  22 Batch   98/134 - Train Accuracy:  0.610, Validation Accuracy:  0.652, Loss:  0.526
Epoch  22 Batch   99/134 - Train Accuracy:  0.637, Validation Accuracy:  0.658, Loss:  0.504
Epoch  22 Batch  100/134 - Train Accuracy:  0.625, Validation Accuracy:  0.650, Loss:  0.499
Epoch  22 Batch  101/134 - Train Accuracy:  0.622, Validation Accuracy:  0.660, Loss:  0.526
Epoch  22 Batch  102/134 - Train Accuracy:  0.646, Validation Accuracy:  0.659, Loss:  0.496
Epoch  22 Batch  103/134 - Train Accuracy:  0.646, Validation Accuracy:  0.650, Loss:  0.481
Epoch  22 Batch  104/134 - Train Accuracy:  0.656, Validation Accuracy:  0.660, Loss:  0.486
Epoch  22 Batch  105/134 - Train Accuracy:  0.633, Validation Accuracy:  0.658, Loss:  0.498
Epoch  22 Batch  106/134 - Train Accuracy:  0.644, Validation Accuracy:  0.658, Loss:  0.499
Epoch  22 Batch  107/134 - Train Accuracy:  0.665, Validation Accuracy:  0.660, Loss:  0.479
Epoch  22 Batch  108/134 - Train Accuracy:  0.622, Validation Accuracy:  0.661, Loss:  0.515
Epoch  22 Batch  109/134 - Train Accuracy:  0.664, Validation Accuracy:  0.658, Loss:  0.469
Epoch  22 Batch  110/134 - Train Accuracy:  0.662, Validation Accuracy:  0.658, Loss:  0.489
Epoch  22 Batch  111/134 - Train Accuracy:  0.630, Validation Accuracy:  0.653, Loss:  0.500
Epoch  22 Batch  112/134 - Train Accuracy:  0.644, Validation Accuracy:  0.658, Loss:  0.484
Epoch  22 Batch  113/134 - Train Accuracy:  0.689, Validation Accuracy:  0.657, Loss:  0.439
Epoch  22 Batch  114/134 - Train Accuracy:  0.636, Validation Accuracy:  0.652, Loss:  0.494
Epoch  22 Batch  115/134 - Train Accuracy:  0.614, Validation Accuracy:  0.651, Loss:  0.527
Epoch  22 Batch  116/134 - Train Accuracy:  0.634, Validation Accuracy:  0.651, Loss:  0.501
Epoch  22 Batch  117/134 - Train Accuracy:  0.646, Validation Accuracy:  0.660, Loss:  0.489
Epoch  22 Batch  118/134 - Train Accuracy:  0.642, Validation Accuracy:  0.657, Loss:  0.491
Epoch  22 Batch  119/134 - Train Accuracy:  0.667, Validation Accuracy:  0.655, Loss:  0.448
Epoch  22 Batch  120/134 - Train Accuracy:  0.651, Validation Accuracy:  0.655, Loss:  0.494
Epoch  22 Batch  121/134 - Train Accuracy:  0.645, Validation Accuracy:  0.651, Loss:  0.490
Epoch  22 Batch  122/134 - Train Accuracy:  0.633, Validation Accuracy:  0.660, Loss:  0.499
Epoch  22 Batch  123/134 - Train Accuracy:  0.643, Validation Accuracy:  0.652, Loss:  0.485
Epoch  22 Batch  124/134 - Train Accuracy:  0.668, Validation Accuracy:  0.654, Loss:  0.459
Epoch  22 Batch  125/134 - Train Accuracy:  0.647, Validation Accuracy:  0.661, Loss:  0.491
Epoch  22 Batch  126/134 - Train Accuracy:  0.631, Validation Accuracy:  0.653, Loss:  0.503
Epoch  22 Batch  127/134 - Train Accuracy:  0.655, Validation Accuracy:  0.661, Loss:  0.477
Epoch  22 Batch  128/134 - Train Accuracy:  0.631, Validation Accuracy:  0.660, Loss:  0.503
Epoch  22 Batch  129/134 - Train Accuracy:  0.647, Validation Accuracy:  0.659, Loss:  0.493
Epoch  22 Batch  130/134 - Train Accuracy:  0.645, Validation Accuracy:  0.660, Loss:  0.496
Epoch  22 Batch  131/134 - Train Accuracy:  0.631, Validation Accuracy:  0.655, Loss:  0.516
Epoch  22 Batch  132/134 - Train Accuracy:  0.652, Validation Accuracy:  0.663, Loss:  0.486
Epoch  23 Batch    0/134 - Train Accuracy:  0.632, Validation Accuracy:  0.656, Loss:  0.492
Epoch  23 Batch    1/134 - Train Accuracy:  0.636, Validation Accuracy:  0.656, Loss:  0.510
Epoch  23 Batch    2/134 - Train Accuracy:  0.651, Validation Accuracy:  0.660, Loss:  0.481
Epoch  23 Batch    3/134 - Train Accuracy:  0.641, Validation Accuracy:  0.656, Loss:  0.487
Epoch  23 Batch    4/134 - Train Accuracy:  0.639, Validation Accuracy:  0.662, Loss:  0.496
Epoch  23 Batch    5/134 - Train Accuracy:  0.630, Validation Accuracy:  0.654, Loss:  0.502
Epoch  23 Batch    6/134 - Train Accuracy:  0.663, Validation Accuracy:  0.664, Loss:  0.466
Epoch  23 Batch    7/134 - Train Accuracy:  0.643, Validation Accuracy:  0.660, Loss:  0.486
Epoch  23 Batch    8/134 - Train Accuracy:  0.637, Validation Accuracy:  0.660, Loss:  0.483
Epoch  23 Batch    9/134 - Train Accuracy:  0.663, Validation Accuracy:  0.656, Loss:  0.462
Epoch  23 Batch   10/134 - Train Accuracy:  0.641, Validation Accuracy:  0.658, Loss:  0.488
Epoch  23 Batch   11/134 - Train Accuracy:  0.642, Validation Accuracy:  0.662, Loss:  0.484
Epoch  23 Batch   12/134 - Train Accuracy:  0.664, Validation Accuracy:  0.653, Loss:  0.464
Epoch  23 Batch   13/134 - Train Accuracy:  0.619, Validation Accuracy:  0.660, Loss:  0.498
Epoch  23 Batch   14/134 - Train Accuracy:  0.646, Validation Accuracy:  0.654, Loss:  0.488
Epoch  23 Batch   15/134 - Train Accuracy:  0.644, Validation Accuracy:  0.659, Loss:  0.478
Epoch  23 Batch   16/134 - Train Accuracy:  0.650, Validation Accuracy:  0.655, Loss:  0.480
Epoch  23 Batch   17/134 - Train Accuracy:  0.637, Validation Accuracy:  0.659, Loss:  0.490
Epoch  23 Batch   18/134 - Train Accuracy:  0.652, Validation Accuracy:  0.663, Loss:  0.487
Epoch  23 Batch   19/134 - Train Accuracy:  0.638, Validation Accuracy:  0.660, Loss:  0.486
Epoch  23 Batch   20/134 - Train Accuracy:  0.658, Validation Accuracy:  0.666, Loss:  0.470
Epoch  23 Batch   21/134 - Train Accuracy:  0.642, Validation Accuracy:  0.657, Loss:  0.487
Epoch  23 Batch   22/134 - Train Accuracy:  0.626, Validation Accuracy:  0.669, Loss:  0.507
Epoch  23 Batch   23/134 - Train Accuracy:  0.663, Validation Accuracy:  0.656, Loss:  0.454
Epoch  23 Batch   24/134 - Train Accuracy:  0.632, Validation Accuracy:  0.663, Loss:  0.502
Epoch  23 Batch   25/134 - Train Accuracy:  0.634, Validation Accuracy:  0.658, Loss:  0.478
Epoch  23 Batch   26/134 - Train Accuracy:  0.627, Validation Accuracy:  0.662, Loss:  0.505
Epoch  23 Batch   27/134 - Train Accuracy:  0.655, Validation Accuracy:  0.660, Loss:  0.487
Epoch  23 Batch   28/134 - Train Accuracy:  0.643, Validation Accuracy:  0.657, Loss:  0.489
Epoch  23 Batch   29/134 - Train Accuracy:  0.661, Validation Accuracy:  0.663, Loss:  0.455
Epoch  23 Batch   30/134 - Train Accuracy:  0.660, Validation Accuracy:  0.657, Loss:  0.463
Epoch  23 Batch   31/134 - Train Accuracy:  0.636, Validation Accuracy:  0.661, Loss:  0.486
Epoch  23 Batch   32/134 - Train Accuracy:  0.645, Validation Accuracy:  0.658, Loss:  0.471
Epoch  23 Batch   33/134 - Train Accuracy:  0.626, Validation Accuracy:  0.660, Loss:  0.495
Epoch  23 Batch   34/134 - Train Accuracy:  0.631, Validation Accuracy:  0.655, Loss:  0.499
Epoch  23 Batch   35/134 - Train Accuracy:  0.662, Validation Accuracy:  0.657, Loss:  0.474
Epoch  23 Batch   36/134 - Train Accuracy:  0.645, Validation Accuracy:  0.653, Loss:  0.488
Epoch  23 Batch   37/134 - Train Accuracy:  0.637, Validation Accuracy:  0.664, Loss:  0.494
Epoch  23 Batch   38/134 - Train Accuracy:  0.657, Validation Accuracy:  0.661, Loss:  0.479
Epoch  23 Batch   39/134 - Train Accuracy:  0.649, Validation Accuracy:  0.657, Loss:  0.481
Epoch  23 Batch   40/134 - Train Accuracy:  0.657, Validation Accuracy:  0.663, Loss:  0.482
Epoch  23 Batch   41/134 - Train Accuracy:  0.637, Validation Accuracy:  0.653, Loss:  0.491
Epoch  23 Batch   42/134 - Train Accuracy:  0.630, Validation Accuracy:  0.664, Loss:  0.488
Epoch  23 Batch   43/134 - Train Accuracy:  0.631, Validation Accuracy:  0.657, Loss:  0.490
Epoch  23 Batch   44/134 - Train Accuracy:  0.634, Validation Accuracy:  0.658, Loss:  0.492
Epoch  23 Batch   45/134 - Train Accuracy:  0.656, Validation Accuracy:  0.663, Loss:  0.474
Epoch  23 Batch   46/134 - Train Accuracy:  0.655, Validation Accuracy:  0.657, Loss:  0.469
Epoch  23 Batch   47/134 - Train Accuracy:  0.646, Validation Accuracy:  0.664, Loss:  0.486
Epoch  23 Batch   48/134 - Train Accuracy:  0.641, Validation Accuracy:  0.659, Loss:  0.479
Epoch  23 Batch   49/134 - Train Accuracy:  0.657, Validation Accuracy:  0.664, Loss:  0.480
Epoch  23 Batch   50/134 - Train Accuracy:  0.636, Validation Accuracy:  0.663, Loss:  0.483
Epoch  23 Batch   51/134 - Train Accuracy:  0.646, Validation Accuracy:  0.662, Loss:  0.478
Epoch  23 Batch   52/134 - Train Accuracy:  0.640, Validation Accuracy:  0.663, Loss:  0.484
Epoch  23 Batch   53/134 - Train Accuracy:  0.635, Validation Accuracy:  0.665, Loss:  0.483
Epoch  23 Batch   54/134 - Train Accuracy:  0.634, Validation Accuracy:  0.662, Loss:  0.485
Epoch  23 Batch   55/134 - Train Accuracy:  0.644, Validation Accuracy:  0.667, Loss:  0.489
Epoch  23 Batch   56/134 - Train Accuracy:  0.646, Validation Accuracy:  0.659, Loss:  0.466
Epoch  23 Batch   57/134 - Train Accuracy:  0.643, Validation Accuracy:  0.663, Loss:  0.486
Epoch  23 Batch   58/134 - Train Accuracy:  0.646, Validation Accuracy:  0.658, Loss:  0.481
Epoch  23 Batch   59/134 - Train Accuracy:  0.640, Validation Accuracy:  0.662, Loss:  0.499
Epoch  23 Batch   60/134 - Train Accuracy:  0.641, Validation Accuracy:  0.663, Loss:  0.476
Epoch  23 Batch   61/134 - Train Accuracy:  0.642, Validation Accuracy:  0.663, Loss:  0.478
Epoch  23 Batch   62/134 - Train Accuracy:  0.640, Validation Accuracy:  0.660, Loss:  0.477
Epoch  23 Batch   63/134 - Train Accuracy:  0.644, Validation Accuracy:  0.662, Loss:  0.479
Epoch  23 Batch   64/134 - Train Accuracy:  0.644, Validation Accuracy:  0.661, Loss:  0.481
Epoch  23 Batch   65/134 - Train Accuracy:  0.637, Validation Accuracy:  0.662, Loss:  0.484
Epoch  23 Batch   66/134 - Train Accuracy:  0.645, Validation Accuracy:  0.664, Loss:  0.469
Epoch  23 Batch   67/134 - Train Accuracy:  0.615, Validation Accuracy:  0.664, Loss:  0.517
Epoch  23 Batch   68/134 - Train Accuracy:  0.633, Validation Accuracy:  0.666, Loss:  0.506
Epoch  23 Batch   69/134 - Train Accuracy:  0.653, Validation Accuracy:  0.666, Loss:  0.487
Epoch  23 Batch   70/134 - Train Accuracy:  0.649, Validation Accuracy:  0.668, Loss:  0.473
Epoch  23 Batch   71/134 - Train Accuracy:  0.644, Validation Accuracy:  0.667, Loss:  0.470
Epoch  23 Batch   72/134 - Train Accuracy:  0.644, Validation Accuracy:  0.663, Loss:  0.477
Epoch  23 Batch   73/134 - Train Accuracy:  0.644, Validation Accuracy:  0.659, Loss:  0.464
Epoch  23 Batch   74/134 - Train Accuracy:  0.649, Validation Accuracy:  0.656, Loss:  0.485
Epoch  23 Batch   75/134 - Train Accuracy:  0.661, Validation Accuracy:  0.665, Loss:  0.466
Epoch  23 Batch   76/134 - Train Accuracy:  0.645, Validation Accuracy:  0.665, Loss:  0.471
Epoch  23 Batch   77/134 - Train Accuracy:  0.664, Validation Accuracy:  0.665, Loss:  0.459
Epoch  23 Batch   78/134 - Train Accuracy:  0.634, Validation Accuracy:  0.665, Loss:  0.480
Epoch  23 Batch   79/134 - Train Accuracy:  0.646, Validation Accuracy:  0.668, Loss:  0.477
Epoch  23 Batch   80/134 - Train Accuracy:  0.645, Validation Accuracy:  0.666, Loss:  0.484
Epoch  23 Batch   81/134 - Train Accuracy:  0.653, Validation Accuracy:  0.667, Loss:  0.477
Epoch  23 Batch   82/134 - Train Accuracy:  0.661, Validation Accuracy:  0.659, Loss:  0.454
Epoch  23 Batch   83/134 - Train Accuracy:  0.644, Validation Accuracy:  0.662, Loss:  0.488
Epoch  23 Batch   84/134 - Train Accuracy:  0.647, Validation Accuracy:  0.659, Loss:  0.479
Epoch  23 Batch   85/134 - Train Accuracy:  0.654, Validation Accuracy:  0.662, Loss:  0.485
Epoch  23 Batch   86/134 - Train Accuracy:  0.638, Validation Accuracy:  0.661, Loss:  0.479
Epoch  23 Batch   87/134 - Train Accuracy:  0.634, Validation Accuracy:  0.658, Loss:  0.495
Epoch  23 Batch   88/134 - Train Accuracy:  0.648, Validation Accuracy:  0.659, Loss:  0.463
Epoch  23 Batch   89/134 - Train Accuracy:  0.646, Validation Accuracy:  0.660, Loss:  0.476
Epoch  23 Batch   90/134 - Train Accuracy:  0.635, Validation Accuracy:  0.657, Loss:  0.482
Epoch  23 Batch   91/134 - Train Accuracy:  0.685, Validation Accuracy:  0.664, Loss:  0.423
Epoch  23 Batch   92/134 - Train Accuracy:  0.651, Validation Accuracy:  0.661, Loss:  0.472
Epoch  23 Batch   93/134 - Train Accuracy:  0.654, Validation Accuracy:  0.663, Loss:  0.471
Epoch  23 Batch   94/134 - Train Accuracy:  0.644, Validation Accuracy:  0.656, Loss:  0.468
Epoch  23 Batch   95/134 - Train Accuracy:  0.653, Validation Accuracy:  0.658, Loss:  0.477
Epoch  23 Batch   96/134 - Train Accuracy:  0.651, Validation Accuracy:  0.664, Loss:  0.477
Epoch  23 Batch   97/134 - Train Accuracy:  0.632, Validation Accuracy:  0.668, Loss:  0.479
Epoch  23 Batch   98/134 - Train Accuracy:  0.622, Validation Accuracy:  0.668, Loss:  0.502
Epoch  23 Batch   99/134 - Train Accuracy:  0.642, Validation Accuracy:  0.669, Loss:  0.478
Epoch  23 Batch  100/134 - Train Accuracy:  0.631, Validation Accuracy:  0.656, Loss:  0.476
Epoch  23 Batch  101/134 - Train Accuracy:  0.631, Validation Accuracy:  0.658, Loss:  0.505
Epoch  23 Batch  102/134 - Train Accuracy:  0.642, Validation Accuracy:  0.659, Loss:  0.479
Epoch  23 Batch  103/134 - Train Accuracy:  0.652, Validation Accuracy:  0.663, Loss:  0.462
Epoch  23 Batch  104/134 - Train Accuracy:  0.665, Validation Accuracy:  0.669, Loss:  0.467
Epoch  23 Batch  105/134 - Train Accuracy:  0.640, Validation Accuracy:  0.667, Loss:  0.476
Epoch  23 Batch  106/134 - Train Accuracy:  0.647, Validation Accuracy:  0.667, Loss:  0.480
Epoch  23 Batch  107/134 - Train Accuracy:  0.660, Validation Accuracy:  0.663, Loss:  0.461
Epoch  23 Batch  108/134 - Train Accuracy:  0.630, Validation Accuracy:  0.667, Loss:  0.497
Epoch  23 Batch  109/134 - Train Accuracy:  0.671, Validation Accuracy:  0.665, Loss:  0.452
Epoch  23 Batch  110/134 - Train Accuracy:  0.667, Validation Accuracy:  0.671, Loss:  0.472
Epoch  23 Batch  111/134 - Train Accuracy:  0.642, Validation Accuracy:  0.666, Loss:  0.480
Epoch  23 Batch  112/134 - Train Accuracy:  0.654, Validation Accuracy:  0.665, Loss:  0.464
Epoch  23 Batch  113/134 - Train Accuracy:  0.698, Validation Accuracy:  0.667, Loss:  0.421
Epoch  23 Batch  114/134 - Train Accuracy:  0.642, Validation Accuracy:  0.660, Loss:  0.475
Epoch  23 Batch  115/134 - Train Accuracy:  0.615, Validation Accuracy:  0.657, Loss:  0.507
Epoch  23 Batch  116/134 - Train Accuracy:  0.640, Validation Accuracy:  0.652, Loss:  0.482
Epoch  23 Batch  117/134 - Train Accuracy:  0.647, Validation Accuracy:  0.661, Loss:  0.472
Epoch  23 Batch  118/134 - Train Accuracy:  0.646, Validation Accuracy:  0.664, Loss:  0.473
Epoch  23 Batch  119/134 - Train Accuracy:  0.675, Validation Accuracy:  0.667, Loss:  0.430
Epoch  23 Batch  120/134 - Train Accuracy:  0.649, Validation Accuracy:  0.656, Loss:  0.474
Epoch  23 Batch  121/134 - Train Accuracy:  0.650, Validation Accuracy:  0.654, Loss:  0.472
Epoch  23 Batch  122/134 - Train Accuracy:  0.635, Validation Accuracy:  0.662, Loss:  0.481
Epoch  23 Batch  123/134 - Train Accuracy:  0.646, Validation Accuracy:  0.662, Loss:  0.467
Epoch  23 Batch  124/134 - Train Accuracy:  0.676, Validation Accuracy:  0.662, Loss:  0.441
Epoch  23 Batch  125/134 - Train Accuracy:  0.651, Validation Accuracy:  0.664, Loss:  0.472
Epoch  23 Batch  126/134 - Train Accuracy:  0.632, Validation Accuracy:  0.661, Loss:  0.485
Epoch  23 Batch  127/134 - Train Accuracy:  0.662, Validation Accuracy:  0.665, Loss:  0.460
Epoch  23 Batch  128/134 - Train Accuracy:  0.638, Validation Accuracy:  0.666, Loss:  0.484
Epoch  23 Batch  129/134 - Train Accuracy:  0.650, Validation Accuracy:  0.665, Loss:  0.475
Epoch  23 Batch  130/134 - Train Accuracy:  0.644, Validation Accuracy:  0.661, Loss:  0.477
Epoch  23 Batch  131/134 - Train Accuracy:  0.630, Validation Accuracy:  0.662, Loss:  0.497
Epoch  23 Batch  132/134 - Train Accuracy:  0.659, Validation Accuracy:  0.667, Loss:  0.467
Epoch  24 Batch    0/134 - Train Accuracy:  0.639, Validation Accuracy:  0.662, Loss:  0.472
Epoch  24 Batch    1/134 - Train Accuracy:  0.639, Validation Accuracy:  0.663, Loss:  0.491
Epoch  24 Batch    2/134 - Train Accuracy:  0.652, Validation Accuracy:  0.665, Loss:  0.462
Epoch  24 Batch    3/134 - Train Accuracy:  0.648, Validation Accuracy:  0.667, Loss:  0.469
Epoch  24 Batch    4/134 - Train Accuracy:  0.640, Validation Accuracy:  0.668, Loss:  0.478
Epoch  24 Batch    5/134 - Train Accuracy:  0.631, Validation Accuracy:  0.666, Loss:  0.482
Epoch  24 Batch    6/134 - Train Accuracy:  0.669, Validation Accuracy:  0.668, Loss:  0.447
Epoch  24 Batch    7/134 - Train Accuracy:  0.647, Validation Accuracy:  0.669, Loss:  0.466
Epoch  24 Batch    8/134 - Train Accuracy:  0.645, Validation Accuracy:  0.668, Loss:  0.463
Epoch  24 Batch    9/134 - Train Accuracy:  0.669, Validation Accuracy:  0.666, Loss:  0.445
Epoch  24 Batch   10/134 - Train Accuracy:  0.641, Validation Accuracy:  0.667, Loss:  0.468
Epoch  24 Batch   11/134 - Train Accuracy:  0.649, Validation Accuracy:  0.666, Loss:  0.464
Epoch  24 Batch   12/134 - Train Accuracy:  0.671, Validation Accuracy:  0.664, Loss:  0.446
Epoch  24 Batch   13/134 - Train Accuracy:  0.629, Validation Accuracy:  0.663, Loss:  0.477
Epoch  24 Batch   14/134 - Train Accuracy:  0.649, Validation Accuracy:  0.663, Loss:  0.469
Epoch  24 Batch   15/134 - Train Accuracy:  0.651, Validation Accuracy:  0.663, Loss:  0.459
Epoch  24 Batch   16/134 - Train Accuracy:  0.655, Validation Accuracy:  0.665, Loss:  0.461
Epoch  24 Batch   17/134 - Train Accuracy:  0.646, Validation Accuracy:  0.669, Loss:  0.472
Epoch  24 Batch   18/134 - Train Accuracy:  0.659, Validation Accuracy:  0.671, Loss:  0.467
Epoch  24 Batch   19/134 - Train Accuracy:  0.650, Validation Accuracy:  0.670, Loss:  0.467
Epoch  24 Batch   20/134 - Train Accuracy:  0.665, Validation Accuracy:  0.668, Loss:  0.451
Epoch  24 Batch   21/134 - Train Accuracy:  0.648, Validation Accuracy:  0.664, Loss:  0.467
Epoch  24 Batch   22/134 - Train Accuracy:  0.629, Validation Accuracy:  0.664, Loss:  0.487
Epoch  24 Batch   23/134 - Train Accuracy:  0.671, Validation Accuracy:  0.664, Loss:  0.437
Epoch  24 Batch   24/134 - Train Accuracy:  0.636, Validation Accuracy:  0.668, Loss:  0.483
Epoch  24 Batch   25/134 - Train Accuracy:  0.644, Validation Accuracy:  0.668, Loss:  0.461
Epoch  24 Batch   26/134 - Train Accuracy:  0.638, Validation Accuracy:  0.670, Loss:  0.486
Epoch  24 Batch   27/134 - Train Accuracy:  0.664, Validation Accuracy:  0.670, Loss:  0.468
Epoch  24 Batch   28/134 - Train Accuracy:  0.655, Validation Accuracy:  0.666, Loss:  0.470
Epoch  24 Batch   29/134 - Train Accuracy:  0.668, Validation Accuracy:  0.668, Loss:  0.437
Epoch  24 Batch   30/134 - Train Accuracy:  0.663, Validation Accuracy:  0.669, Loss:  0.445
Epoch  24 Batch   31/134 - Train Accuracy:  0.644, Validation Accuracy:  0.671, Loss:  0.467
Epoch  24 Batch   32/134 - Train Accuracy:  0.654, Validation Accuracy:  0.667, Loss:  0.452
Epoch  24 Batch   33/134 - Train Accuracy:  0.632, Validation Accuracy:  0.663, Loss:  0.476
Epoch  24 Batch   34/134 - Train Accuracy:  0.633, Validation Accuracy:  0.663, Loss:  0.479
Epoch  24 Batch   35/134 - Train Accuracy:  0.664, Validation Accuracy:  0.661, Loss:  0.456
Epoch  24 Batch   36/134 - Train Accuracy:  0.648, Validation Accuracy:  0.661, Loss:  0.469
Epoch  24 Batch   37/134 - Train Accuracy:  0.644, Validation Accuracy:  0.669, Loss:  0.474
Epoch  24 Batch   38/134 - Train Accuracy:  0.663, Validation Accuracy:  0.669, Loss:  0.460
Epoch  24 Batch   39/134 - Train Accuracy:  0.660, Validation Accuracy:  0.665, Loss:  0.462
Epoch  24 Batch   40/134 - Train Accuracy:  0.662, Validation Accuracy:  0.666, Loss:  0.463
Epoch  24 Batch   41/134 - Train Accuracy:  0.635, Validation Accuracy:  0.661, Loss:  0.473
Epoch  24 Batch   42/134 - Train Accuracy:  0.637, Validation Accuracy:  0.666, Loss:  0.470
Epoch  24 Batch   43/134 - Train Accuracy:  0.638, Validation Accuracy:  0.669, Loss:  0.471
Epoch  24 Batch   44/134 - Train Accuracy:  0.640, Validation Accuracy:  0.670, Loss:  0.473
Epoch  24 Batch   45/134 - Train Accuracy:  0.657, Validation Accuracy:  0.668, Loss:  0.456
Epoch  24 Batch   46/134 - Train Accuracy:  0.662, Validation Accuracy:  0.667, Loss:  0.450
Epoch  24 Batch   47/134 - Train Accuracy:  0.653, Validation Accuracy:  0.666, Loss:  0.467
Epoch  24 Batch   48/134 - Train Accuracy:  0.648, Validation Accuracy:  0.668, Loss:  0.461
Epoch  24 Batch   49/134 - Train Accuracy:  0.659, Validation Accuracy:  0.669, Loss:  0.461
Epoch  24 Batch   50/134 - Train Accuracy:  0.640, Validation Accuracy:  0.673, Loss:  0.464
Epoch  24 Batch   51/134 - Train Accuracy:  0.647, Validation Accuracy:  0.670, Loss:  0.459
Epoch  24 Batch   52/134 - Train Accuracy:  0.648, Validation Accuracy:  0.675, Loss:  0.465
Epoch  24 Batch   53/134 - Train Accuracy:  0.645, Validation Accuracy:  0.675, Loss:  0.464
Epoch  24 Batch   54/134 - Train Accuracy:  0.642, Validation Accuracy:  0.671, Loss:  0.466
Epoch  24 Batch   55/134 - Train Accuracy:  0.651, Validation Accuracy:  0.673, Loss:  0.470
Epoch  24 Batch   56/134 - Train Accuracy:  0.655, Validation Accuracy:  0.668, Loss:  0.448
Epoch  24 Batch   57/134 - Train Accuracy:  0.643, Validation Accuracy:  0.667, Loss:  0.467
Epoch  24 Batch   58/134 - Train Accuracy:  0.649, Validation Accuracy:  0.666, Loss:  0.463
Epoch  24 Batch   59/134 - Train Accuracy:  0.646, Validation Accuracy:  0.670, Loss:  0.480
Epoch  24 Batch   60/134 - Train Accuracy:  0.651, Validation Accuracy:  0.668, Loss:  0.457
Epoch  24 Batch   61/134 - Train Accuracy:  0.648, Validation Accuracy:  0.669, Loss:  0.459
Epoch  24 Batch   62/134 - Train Accuracy:  0.652, Validation Accuracy:  0.669, Loss:  0.459
Epoch  24 Batch   63/134 - Train Accuracy:  0.655, Validation Accuracy:  0.672, Loss:  0.460
Epoch  24 Batch   64/134 - Train Accuracy:  0.647, Validation Accuracy:  0.672, Loss:  0.461
Epoch  24 Batch   65/134 - Train Accuracy:  0.644, Validation Accuracy:  0.664, Loss:  0.465
Epoch  24 Batch   66/134 - Train Accuracy:  0.648, Validation Accuracy:  0.674, Loss:  0.450
Epoch  24 Batch   67/134 - Train Accuracy:  0.621, Validation Accuracy:  0.668, Loss:  0.497
Epoch  24 Batch   68/134 - Train Accuracy:  0.641, Validation Accuracy:  0.670, Loss:  0.487
Epoch  24 Batch   69/134 - Train Accuracy:  0.651, Validation Accuracy:  0.670, Loss:  0.469
Epoch  24 Batch   70/134 - Train Accuracy:  0.654, Validation Accuracy:  0.669, Loss:  0.456
Epoch  24 Batch   71/134 - Train Accuracy:  0.651, Validation Accuracy:  0.669, Loss:  0.452
Epoch  24 Batch   72/134 - Train Accuracy:  0.647, Validation Accuracy:  0.673, Loss:  0.459
Epoch  24 Batch   73/134 - Train Accuracy:  0.650, Validation Accuracy:  0.668, Loss:  0.445
Epoch  24 Batch   74/134 - Train Accuracy:  0.654, Validation Accuracy:  0.668, Loss:  0.466
Epoch  24 Batch   75/134 - Train Accuracy:  0.667, Validation Accuracy:  0.669, Loss:  0.448
Epoch  24 Batch   76/134 - Train Accuracy:  0.655, Validation Accuracy:  0.668, Loss:  0.453
Epoch  24 Batch   77/134 - Train Accuracy:  0.664, Validation Accuracy:  0.664, Loss:  0.442
Epoch  24 Batch   78/134 - Train Accuracy:  0.641, Validation Accuracy:  0.671, Loss:  0.462
Epoch  24 Batch   79/134 - Train Accuracy:  0.649, Validation Accuracy:  0.671, Loss:  0.458
Epoch  24 Batch   80/134 - Train Accuracy:  0.653, Validation Accuracy:  0.670, Loss:  0.464
Epoch  24 Batch   81/134 - Train Accuracy:  0.656, Validation Accuracy:  0.670, Loss:  0.458
Epoch  24 Batch   82/134 - Train Accuracy:  0.672, Validation Accuracy:  0.671, Loss:  0.435
Epoch  24 Batch   83/134 - Train Accuracy:  0.650, Validation Accuracy:  0.666, Loss:  0.467
Epoch  24 Batch   84/134 - Train Accuracy:  0.647, Validation Accuracy:  0.662, Loss:  0.461
Epoch  24 Batch   85/134 - Train Accuracy:  0.649, Validation Accuracy:  0.665, Loss:  0.467
Epoch  24 Batch   86/134 - Train Accuracy:  0.641, Validation Accuracy:  0.665, Loss:  0.465
Epoch  24 Batch   87/134 - Train Accuracy:  0.638, Validation Accuracy:  0.667, Loss:  0.479
Epoch  24 Batch   88/134 - Train Accuracy:  0.661, Validation Accuracy:  0.666, Loss:  0.447
Epoch  24 Batch   89/134 - Train Accuracy:  0.654, Validation Accuracy:  0.668, Loss:  0.456
Epoch  24 Batch   90/134 - Train Accuracy:  0.646, Validation Accuracy:  0.669, Loss:  0.461
Epoch  24 Batch   91/134 - Train Accuracy:  0.699, Validation Accuracy:  0.670, Loss:  0.403
Epoch  24 Batch   92/134 - Train Accuracy:  0.659, Validation Accuracy:  0.667, Loss:  0.451
Epoch  24 Batch   93/134 - Train Accuracy:  0.656, Validation Accuracy:  0.665, Loss:  0.454
Epoch  24 Batch   94/134 - Train Accuracy:  0.651, Validation Accuracy:  0.668, Loss:  0.450
Epoch  24 Batch   95/134 - Train Accuracy:  0.652, Validation Accuracy:  0.667, Loss:  0.459
Epoch  24 Batch   96/134 - Train Accuracy:  0.649, Validation Accuracy:  0.661, Loss:  0.459
Epoch  24 Batch   97/134 - Train Accuracy:  0.629, Validation Accuracy:  0.660, Loss:  0.465
Epoch  24 Batch   98/134 - Train Accuracy:  0.621, Validation Accuracy:  0.660, Loss:  0.490
Epoch  24 Batch   99/134 - Train Accuracy:  0.644, Validation Accuracy:  0.668, Loss:  0.468
Epoch  24 Batch  100/134 - Train Accuracy:  0.645, Validation Accuracy:  0.672, Loss:  0.458
Epoch  24 Batch  101/134 - Train Accuracy:  0.628, Validation Accuracy:  0.665, Loss:  0.482
Epoch  24 Batch  102/134 - Train Accuracy:  0.646, Validation Accuracy:  0.660, Loss:  0.463
Epoch  24 Batch  103/134 - Train Accuracy:  0.656, Validation Accuracy:  0.666, Loss:  0.447
Epoch  24 Batch  104/134 - Train Accuracy:  0.670, Validation Accuracy:  0.670, Loss:  0.451
Epoch  24 Batch  105/134 - Train Accuracy:  0.640, Validation Accuracy:  0.662, Loss:  0.457
Epoch  24 Batch  106/134 - Train Accuracy:  0.643, Validation Accuracy:  0.664, Loss:  0.465
Epoch  24 Batch  107/134 - Train Accuracy:  0.662, Validation Accuracy:  0.670, Loss:  0.450
Epoch  24 Batch  108/134 - Train Accuracy:  0.633, Validation Accuracy:  0.666, Loss:  0.476
Epoch  24 Batch  109/134 - Train Accuracy:  0.668, Validation Accuracy:  0.664, Loss:  0.434
Epoch  24 Batch  110/134 - Train Accuracy:  0.664, Validation Accuracy:  0.667, Loss:  0.460
Epoch  24 Batch  111/134 - Train Accuracy:  0.645, Validation Accuracy:  0.672, Loss:  0.464
Epoch  24 Batch  112/134 - Train Accuracy:  0.656, Validation Accuracy:  0.666, Loss:  0.447
Epoch  24 Batch  113/134 - Train Accuracy:  0.703, Validation Accuracy:  0.668, Loss:  0.407
Epoch  24 Batch  114/134 - Train Accuracy:  0.649, Validation Accuracy:  0.671, Loss:  0.458
Epoch  24 Batch  115/134 - Train Accuracy:  0.628, Validation Accuracy:  0.674, Loss:  0.486
Epoch  24 Batch  116/134 - Train Accuracy:  0.649, Validation Accuracy:  0.674, Loss:  0.457
Epoch  24 Batch  117/134 - Train Accuracy:  0.649, Validation Accuracy:  0.674, Loss:  0.446
Epoch  24 Batch  118/134 - Train Accuracy:  0.657, Validation Accuracy:  0.673, Loss:  0.450
Epoch  24 Batch  119/134 - Train Accuracy:  0.683, Validation Accuracy:  0.676, Loss:  0.413
Epoch  24 Batch  120/134 - Train Accuracy:  0.658, Validation Accuracy:  0.673, Loss:  0.455
Epoch  24 Batch  121/134 - Train Accuracy:  0.658, Validation Accuracy:  0.675, Loss:  0.449
Epoch  24 Batch  122/134 - Train Accuracy:  0.646, Validation Accuracy:  0.673, Loss:  0.456
Epoch  24 Batch  123/134 - Train Accuracy:  0.655, Validation Accuracy:  0.672, Loss:  0.446
Epoch  24 Batch  124/134 - Train Accuracy:  0.681, Validation Accuracy:  0.674, Loss:  0.424
Epoch  24 Batch  125/134 - Train Accuracy:  0.665, Validation Accuracy:  0.672, Loss:  0.453
Epoch  24 Batch  126/134 - Train Accuracy:  0.643, Validation Accuracy:  0.673, Loss:  0.463
Epoch  24 Batch  127/134 - Train Accuracy:  0.666, Validation Accuracy:  0.675, Loss:  0.438
Epoch  24 Batch  128/134 - Train Accuracy:  0.644, Validation Accuracy:  0.671, Loss:  0.464
Epoch  24 Batch  129/134 - Train Accuracy:  0.658, Validation Accuracy:  0.668, Loss:  0.455
Epoch  24 Batch  130/134 - Train Accuracy:  0.652, Validation Accuracy:  0.670, Loss:  0.457
Epoch  24 Batch  131/134 - Train Accuracy:  0.642, Validation Accuracy:  0.672, Loss:  0.474
Epoch  24 Batch  132/134 - Train Accuracy:  0.667, Validation Accuracy:  0.672, Loss:  0.447
Epoch  25 Batch    0/134 - Train Accuracy:  0.651, Validation Accuracy:  0.671, Loss:  0.452
Epoch  25 Batch    1/134 - Train Accuracy:  0.648, Validation Accuracy:  0.674, Loss:  0.472
Epoch  25 Batch    2/134 - Train Accuracy:  0.661, Validation Accuracy:  0.675, Loss:  0.443
Epoch  25 Batch    3/134 - Train Accuracy:  0.656, Validation Accuracy:  0.672, Loss:  0.449
Epoch  25 Batch    4/134 - Train Accuracy:  0.647, Validation Accuracy:  0.674, Loss:  0.459
Epoch  25 Batch    5/134 - Train Accuracy:  0.645, Validation Accuracy:  0.677, Loss:  0.463
Epoch  25 Batch    6/134 - Train Accuracy:  0.673, Validation Accuracy:  0.673, Loss:  0.429
Epoch  25 Batch    7/134 - Train Accuracy:  0.650, Validation Accuracy:  0.673, Loss:  0.448
Epoch  25 Batch    8/134 - Train Accuracy:  0.648, Validation Accuracy:  0.673, Loss:  0.445
Epoch  25 Batch    9/134 - Train Accuracy:  0.661, Validation Accuracy:  0.666, Loss:  0.431
Epoch  25 Batch   10/134 - Train Accuracy:  0.649, Validation Accuracy:  0.674, Loss:  0.455
Epoch  25 Batch   11/134 - Train Accuracy:  0.657, Validation Accuracy:  0.672, Loss:  0.447
Epoch  25 Batch   12/134 - Train Accuracy:  0.673, Validation Accuracy:  0.671, Loss:  0.429
Epoch  25 Batch   13/134 - Train Accuracy:  0.628, Validation Accuracy:  0.667, Loss:  0.461
Epoch  25 Batch   14/134 - Train Accuracy:  0.641, Validation Accuracy:  0.669, Loss:  0.455
Epoch  25 Batch   15/134 - Train Accuracy:  0.654, Validation Accuracy:  0.664, Loss:  0.447
Epoch  25 Batch   16/134 - Train Accuracy:  0.660, Validation Accuracy:  0.669, Loss:  0.446
Epoch  25 Batch   17/134 - Train Accuracy:  0.651, Validation Accuracy:  0.675, Loss:  0.455
Epoch  25 Batch   18/134 - Train Accuracy:  0.662, Validation Accuracy:  0.671, Loss:  0.448
Epoch  25 Batch   19/134 - Train Accuracy:  0.650, Validation Accuracy:  0.669, Loss:  0.451
Epoch  25 Batch   20/134 - Train Accuracy:  0.666, Validation Accuracy:  0.663, Loss:  0.440
Epoch  25 Batch   21/134 - Train Accuracy:  0.658, Validation Accuracy:  0.670, Loss:  0.455
Epoch  25 Batch   22/134 - Train Accuracy:  0.641, Validation Accuracy:  0.678, Loss:  0.469
Epoch  25 Batch   23/134 - Train Accuracy:  0.682, Validation Accuracy:  0.678, Loss:  0.417
Epoch  25 Batch   24/134 - Train Accuracy:  0.640, Validation Accuracy:  0.672, Loss:  0.463
Epoch  25 Batch   25/134 - Train Accuracy:  0.649, Validation Accuracy:  0.674, Loss:  0.444
Epoch  25 Batch   26/134 - Train Accuracy:  0.635, Validation Accuracy:  0.669, Loss:  0.471
Epoch  25 Batch   27/134 - Train Accuracy:  0.667, Validation Accuracy:  0.673, Loss:  0.452
Epoch  25 Batch   28/134 - Train Accuracy:  0.663, Validation Accuracy:  0.669, Loss:  0.452
Epoch  25 Batch   29/134 - Train Accuracy:  0.670, Validation Accuracy:  0.668, Loss:  0.421
Epoch  25 Batch   30/134 - Train Accuracy:  0.670, Validation Accuracy:  0.673, Loss:  0.430
Epoch  25 Batch   31/134 - Train Accuracy:  0.651, Validation Accuracy:  0.674, Loss:  0.450
Epoch  25 Batch   32/134 - Train Accuracy:  0.661, Validation Accuracy:  0.671, Loss:  0.434
Epoch  25 Batch   33/134 - Train Accuracy:  0.637, Validation Accuracy:  0.664, Loss:  0.461
Epoch  25 Batch   34/134 - Train Accuracy:  0.640, Validation Accuracy:  0.666, Loss:  0.465
Epoch  25 Batch   35/134 - Train Accuracy:  0.674, Validation Accuracy:  0.671, Loss:  0.442
Epoch  25 Batch   36/134 - Train Accuracy:  0.663, Validation Accuracy:  0.675, Loss:  0.449
Epoch  25 Batch   37/134 - Train Accuracy:  0.634, Validation Accuracy:  0.664, Loss:  0.454
Epoch  25 Batch   38/134 - Train Accuracy:  0.658, Validation Accuracy:  0.669, Loss:  0.447
Epoch  25 Batch   39/134 - Train Accuracy:  0.656, Validation Accuracy:  0.674, Loss:  0.449
Epoch  25 Batch   40/134 - Train Accuracy:  0.662, Validation Accuracy:  0.673, Loss:  0.445
Epoch  25 Batch   41/134 - Train Accuracy:  0.644, Validation Accuracy:  0.671, Loss:  0.454
Epoch  25 Batch   42/134 - Train Accuracy:  0.642, Validation Accuracy:  0.666, Loss:  0.452
Epoch  25 Batch   43/134 - Train Accuracy:  0.652, Validation Accuracy:  0.673, Loss:  0.455
Epoch  25 Batch   44/134 - Train Accuracy:  0.642, Validation Accuracy:  0.676, Loss:  0.454
Epoch  25 Batch   45/134 - Train Accuracy:  0.660, Validation Accuracy:  0.669, Loss:  0.439
Epoch  25 Batch   46/134 - Train Accuracy:  0.659, Validation Accuracy:  0.669, Loss:  0.435
Epoch  25 Batch   47/134 - Train Accuracy:  0.653, Validation Accuracy:  0.675, Loss:  0.449
Epoch  25 Batch   48/134 - Train Accuracy:  0.654, Validation Accuracy:  0.675, Loss:  0.443
Epoch  25 Batch   49/134 - Train Accuracy:  0.664, Validation Accuracy:  0.672, Loss:  0.442
Epoch  25 Batch   50/134 - Train Accuracy:  0.648, Validation Accuracy:  0.673, Loss:  0.448
Epoch  25 Batch   51/134 - Train Accuracy:  0.653, Validation Accuracy:  0.679, Loss:  0.443
Epoch  25 Batch   52/134 - Train Accuracy:  0.650, Validation Accuracy:  0.680, Loss:  0.447
Epoch  25 Batch   53/134 - Train Accuracy:  0.650, Validation Accuracy:  0.673, Loss:  0.447
Epoch  25 Batch   54/134 - Train Accuracy:  0.654, Validation Accuracy:  0.678, Loss:  0.449
Epoch  25 Batch   55/134 - Train Accuracy:  0.653, Validation Accuracy:  0.675, Loss:  0.454
Epoch  25 Batch   56/134 - Train Accuracy:  0.667, Validation Accuracy:  0.675, Loss:  0.431
Epoch  25 Batch   57/134 - Train Accuracy:  0.653, Validation Accuracy:  0.678, Loss:  0.448
Epoch  25 Batch   58/134 - Train Accuracy:  0.652, Validation Accuracy:  0.674, Loss:  0.445
Epoch  25 Batch   59/134 - Train Accuracy:  0.658, Validation Accuracy:  0.675, Loss:  0.461
Epoch  25 Batch   60/134 - Train Accuracy:  0.661, Validation Accuracy:  0.679, Loss:  0.440
Epoch  25 Batch   61/134 - Train Accuracy:  0.656, Validation Accuracy:  0.676, Loss:  0.441
Epoch  25 Batch   62/134 - Train Accuracy:  0.649, Validation Accuracy:  0.677, Loss:  0.443
Epoch  25 Batch   63/134 - Train Accuracy:  0.663, Validation Accuracy:  0.674, Loss:  0.443
Epoch  25 Batch   64/134 - Train Accuracy:  0.656, Validation Accuracy:  0.675, Loss:  0.444
Epoch  25 Batch   65/134 - Train Accuracy:  0.649, Validation Accuracy:  0.674, Loss:  0.447
Epoch  25 Batch   66/134 - Train Accuracy:  0.658, Validation Accuracy:  0.674, Loss:  0.432
Epoch  25 Batch   67/134 - Train Accuracy:  0.632, Validation Accuracy:  0.677, Loss:  0.479
Epoch  25 Batch   68/134 - Train Accuracy:  0.639, Validation Accuracy:  0.673, Loss:  0.470
Epoch  25 Batch   69/134 - Train Accuracy:  0.660, Validation Accuracy:  0.680, Loss:  0.452
Epoch  25 Batch   70/134 - Train Accuracy:  0.662, Validation Accuracy:  0.678, Loss:  0.439
Epoch  25 Batch   71/134 - Train Accuracy:  0.659, Validation Accuracy:  0.679, Loss:  0.434
Epoch  25 Batch   72/134 - Train Accuracy:  0.650, Validation Accuracy:  0.676, Loss:  0.440
Epoch  25 Batch   73/134 - Train Accuracy:  0.655, Validation Accuracy:  0.672, Loss:  0.430
Epoch  25 Batch   74/134 - Train Accuracy:  0.656, Validation Accuracy:  0.677, Loss:  0.450
Epoch  25 Batch   75/134 - Train Accuracy:  0.677, Validation Accuracy:  0.680, Loss:  0.432
Epoch  25 Batch   76/134 - Train Accuracy:  0.660, Validation Accuracy:  0.675, Loss:  0.435
Epoch  25 Batch   77/134 - Train Accuracy:  0.668, Validation Accuracy:  0.672, Loss:  0.425
Epoch  25 Batch   78/134 - Train Accuracy:  0.648, Validation Accuracy:  0.677, Loss:  0.445
Epoch  25 Batch   79/134 - Train Accuracy:  0.652, Validation Accuracy:  0.677, Loss:  0.440
Epoch  25 Batch   80/134 - Train Accuracy:  0.654, Validation Accuracy:  0.674, Loss:  0.447
Epoch  25 Batch   81/134 - Train Accuracy:  0.656, Validation Accuracy:  0.673, Loss:  0.442
Epoch  25 Batch   82/134 - Train Accuracy:  0.677, Validation Accuracy:  0.672, Loss:  0.422
Epoch  25 Batch   83/134 - Train Accuracy:  0.659, Validation Accuracy:  0.678, Loss:  0.451
Epoch  25 Batch   84/134 - Train Accuracy:  0.659, Validation Accuracy:  0.673, Loss:  0.444
Epoch  25 Batch   85/134 - Train Accuracy:  0.668, Validation Accuracy:  0.673, Loss:  0.448
Epoch  25 Batch   86/134 - Train Accuracy:  0.648, Validation Accuracy:  0.674, Loss:  0.444
Epoch  25 Batch   87/134 - Train Accuracy:  0.646, Validation Accuracy:  0.672, Loss:  0.460
Epoch  25 Batch   88/134 - Train Accuracy:  0.672, Validation Accuracy:  0.670, Loss:  0.429
Epoch  25 Batch   89/134 - Train Accuracy:  0.658, Validation Accuracy:  0.677, Loss:  0.440
Epoch  25 Batch   90/134 - Train Accuracy:  0.657, Validation Accuracy:  0.676, Loss:  0.441
Epoch  25 Batch   91/134 - Train Accuracy:  0.703, Validation Accuracy:  0.675, Loss:  0.388
Epoch  25 Batch   92/134 - Train Accuracy:  0.657, Validation Accuracy:  0.676, Loss:  0.436
Epoch  25 Batch   93/134 - Train Accuracy:  0.670, Validation Accuracy:  0.680, Loss:  0.439
Epoch  25 Batch   94/134 - Train Accuracy:  0.660, Validation Accuracy:  0.681, Loss:  0.431
Epoch  25 Batch   95/134 - Train Accuracy:  0.667, Validation Accuracy:  0.675, Loss:  0.438
Epoch  25 Batch   96/134 - Train Accuracy:  0.662, Validation Accuracy:  0.674, Loss:  0.438
Epoch  25 Batch   97/134 - Train Accuracy:  0.639, Validation Accuracy:  0.671, Loss:  0.445
Epoch  25 Batch   98/134 - Train Accuracy:  0.627, Validation Accuracy:  0.673, Loss:  0.471
Epoch  25 Batch   99/134 - Train Accuracy:  0.657, Validation Accuracy:  0.677, Loss:  0.449
Epoch  25 Batch  100/134 - Train Accuracy:  0.653, Validation Accuracy:  0.680, Loss:  0.440
Epoch  25 Batch  101/134 - Train Accuracy:  0.629, Validation Accuracy:  0.669, Loss:  0.464
Epoch  25 Batch  102/134 - Train Accuracy:  0.658, Validation Accuracy:  0.674, Loss:  0.449
Epoch  25 Batch  103/134 - Train Accuracy:  0.672, Validation Accuracy:  0.679, Loss:  0.428
Epoch  25 Batch  104/134 - Train Accuracy:  0.673, Validation Accuracy:  0.668, Loss:  0.431
Epoch  25 Batch  105/134 - Train Accuracy:  0.642, Validation Accuracy:  0.669, Loss:  0.444
Epoch  25 Batch  106/134 - Train Accuracy:  0.658, Validation Accuracy:  0.673, Loss:  0.449
Epoch  25 Batch  107/134 - Train Accuracy:  0.671, Validation Accuracy:  0.678, Loss:  0.430
Epoch  25 Batch  108/134 - Train Accuracy:  0.640, Validation Accuracy:  0.669, Loss:  0.458
Epoch  25 Batch  109/134 - Train Accuracy:  0.680, Validation Accuracy:  0.676, Loss:  0.422
Epoch  25 Batch  110/134 - Train Accuracy:  0.679, Validation Accuracy:  0.676, Loss:  0.444
Epoch  25 Batch  111/134 - Train Accuracy:  0.646, Validation Accuracy:  0.675, Loss:  0.443
Epoch  25 Batch  112/134 - Train Accuracy:  0.661, Validation Accuracy:  0.669, Loss:  0.433
Epoch  25 Batch  113/134 - Train Accuracy:  0.711, Validation Accuracy:  0.680, Loss:  0.397
Epoch  25 Batch  114/134 - Train Accuracy:  0.661, Validation Accuracy:  0.676, Loss:  0.439
Epoch  25 Batch  115/134 - Train Accuracy:  0.621, Validation Accuracy:  0.667, Loss:  0.472
Epoch  25 Batch  116/134 - Train Accuracy:  0.662, Validation Accuracy:  0.677, Loss:  0.453
Epoch  25 Batch  117/134 - Train Accuracy:  0.656, Validation Accuracy:  0.677, Loss:  0.431
Epoch  25 Batch  118/134 - Train Accuracy:  0.649, Validation Accuracy:  0.667, Loss:  0.436
Epoch  25 Batch  119/134 - Train Accuracy:  0.689, Validation Accuracy:  0.682, Loss:  0.406
Epoch  25 Batch  120/134 - Train Accuracy:  0.658, Validation Accuracy:  0.675, Loss:  0.438
Epoch  25 Batch  121/134 - Train Accuracy:  0.658, Validation Accuracy:  0.670, Loss:  0.437
Epoch  25 Batch  122/134 - Train Accuracy:  0.651, Validation Accuracy:  0.676, Loss:  0.447
Epoch  25 Batch  123/134 - Train Accuracy:  0.659, Validation Accuracy:  0.674, Loss:  0.430
Epoch  25 Batch  124/134 - Train Accuracy:  0.685, Validation Accuracy:  0.678, Loss:  0.410
Epoch  25 Batch  125/134 - Train Accuracy:  0.660, Validation Accuracy:  0.677, Loss:  0.442
Epoch  25 Batch  126/134 - Train Accuracy:  0.648, Validation Accuracy:  0.679, Loss:  0.445
Epoch  25 Batch  127/134 - Train Accuracy:  0.673, Validation Accuracy:  0.675, Loss:  0.422
Epoch  25 Batch  128/134 - Train Accuracy:  0.647, Validation Accuracy:  0.678, Loss:  0.451
Epoch  25 Batch  129/134 - Train Accuracy:  0.664, Validation Accuracy:  0.676, Loss:  0.440
Epoch  25 Batch  130/134 - Train Accuracy:  0.656, Validation Accuracy:  0.672, Loss:  0.440
Epoch  25 Batch  131/134 - Train Accuracy:  0.642, Validation Accuracy:  0.674, Loss:  0.459
Epoch  25 Batch  132/134 - Train Accuracy:  0.670, Validation Accuracy:  0.676, Loss:  0.431
Epoch  26 Batch    0/134 - Train Accuracy:  0.659, Validation Accuracy:  0.675, Loss:  0.435
Epoch  26 Batch    1/134 - Train Accuracy:  0.649, Validation Accuracy:  0.678, Loss:  0.457
Epoch  26 Batch    2/134 - Train Accuracy:  0.670, Validation Accuracy:  0.677, Loss:  0.429
Epoch  26 Batch    3/134 - Train Accuracy:  0.670, Validation Accuracy:  0.677, Loss:  0.432
Epoch  26 Batch    4/134 - Train Accuracy:  0.657, Validation Accuracy:  0.676, Loss:  0.441
Epoch  26 Batch    5/134 - Train Accuracy:  0.651, Validation Accuracy:  0.679, Loss:  0.448
Epoch  26 Batch    6/134 - Train Accuracy:  0.685, Validation Accuracy:  0.682, Loss:  0.414
Epoch  26 Batch    7/134 - Train Accuracy:  0.665, Validation Accuracy:  0.681, Loss:  0.432
Epoch  26 Batch    8/134 - Train Accuracy:  0.662, Validation Accuracy:  0.676, Loss:  0.427
Epoch  26 Batch    9/134 - Train Accuracy:  0.688, Validation Accuracy:  0.678, Loss:  0.412
Epoch  26 Batch   10/134 - Train Accuracy:  0.663, Validation Accuracy:  0.677, Loss:  0.434
Epoch  26 Batch   11/134 - Train Accuracy:  0.666, Validation Accuracy:  0.678, Loss:  0.430
Epoch  26 Batch   12/134 - Train Accuracy:  0.680, Validation Accuracy:  0.679, Loss:  0.413
Epoch  26 Batch   13/134 - Train Accuracy:  0.651, Validation Accuracy:  0.680, Loss:  0.442
Epoch  26 Batch   14/134 - Train Accuracy:  0.659, Validation Accuracy:  0.679, Loss:  0.435
Epoch  26 Batch   15/134 - Train Accuracy:  0.659, Validation Accuracy:  0.676, Loss:  0.424
Epoch  26 Batch   16/134 - Train Accuracy:  0.670, Validation Accuracy:  0.680, Loss:  0.427
Epoch  26 Batch   17/134 - Train Accuracy:  0.657, Validation Accuracy:  0.680, Loss:  0.437
Epoch  26 Batch   18/134 - Train Accuracy:  0.673, Validation Accuracy:  0.683, Loss:  0.431
Epoch  26 Batch   19/134 - Train Accuracy:  0.660, Validation Accuracy:  0.679, Loss:  0.435
Epoch  26 Batch   20/134 - Train Accuracy:  0.677, Validation Accuracy:  0.682, Loss:  0.419
Epoch  26 Batch   21/134 - Train Accuracy:  0.668, Validation Accuracy:  0.684, Loss:  0.431
Epoch  26 Batch   22/134 - Train Accuracy:  0.646, Validation Accuracy:  0.685, Loss:  0.448
Epoch  26 Batch   23/134 - Train Accuracy:  0.691, Validation Accuracy:  0.685, Loss:  0.403
Epoch  26 Batch   24/134 - Train Accuracy:  0.653, Validation Accuracy:  0.686, Loss:  0.447
Epoch  26 Batch   25/134 - Train Accuracy:  0.666, Validation Accuracy:  0.687, Loss:  0.424
Epoch  26 Batch   26/134 - Train Accuracy:  0.647, Validation Accuracy:  0.682, Loss:  0.449
Epoch  26 Batch   27/134 - Train Accuracy:  0.671, Validation Accuracy:  0.683, Loss:  0.433
Epoch  26 Batch   28/134 - Train Accuracy:  0.674, Validation Accuracy:  0.686, Loss:  0.435
Epoch  26 Batch   29/134 - Train Accuracy:  0.685, Validation Accuracy:  0.683, Loss:  0.403
Epoch  26 Batch   30/134 - Train Accuracy:  0.683, Validation Accuracy:  0.682, Loss:  0.411
Epoch  26 Batch   31/134 - Train Accuracy:  0.660, Validation Accuracy:  0.683, Loss:  0.433
Epoch  26 Batch   32/134 - Train Accuracy:  0.672, Validation Accuracy:  0.683, Loss:  0.417
Epoch  26 Batch   33/134 - Train Accuracy:  0.659, Validation Accuracy:  0.683, Loss:  0.441
Epoch  26 Batch   34/134 - Train Accuracy:  0.660, Validation Accuracy:  0.677, Loss:  0.442
Epoch  26 Batch   35/134 - Train Accuracy:  0.684, Validation Accuracy:  0.681, Loss:  0.421
Epoch  26 Batch   36/134 - Train Accuracy:  0.668, Validation Accuracy:  0.680, Loss:  0.432
Epoch  26 Batch   37/134 - Train Accuracy:  0.660, Validation Accuracy:  0.680, Loss:  0.436
Epoch  26 Batch   38/134 - Train Accuracy:  0.674, Validation Accuracy:  0.684, Loss:  0.425
Epoch  26 Batch   39/134 - Train Accuracy:  0.670, Validation Accuracy:  0.683, Loss:  0.428
Epoch  26 Batch   40/134 - Train Accuracy:  0.668, Validation Accuracy:  0.680, Loss:  0.429
Epoch  26 Batch   41/134 - Train Accuracy:  0.658, Validation Accuracy:  0.680, Loss:  0.438
Epoch  26 Batch   42/134 - Train Accuracy:  0.662, Validation Accuracy:  0.679, Loss:  0.430
Epoch  26 Batch   43/134 - Train Accuracy:  0.659, Validation Accuracy:  0.684, Loss:  0.432
Epoch  26 Batch   44/134 - Train Accuracy:  0.653, Validation Accuracy:  0.683, Loss:  0.437
Epoch  26 Batch   45/134 - Train Accuracy:  0.671, Validation Accuracy:  0.685, Loss:  0.422
Epoch  26 Batch   46/134 - Train Accuracy:  0.667, Validation Accuracy:  0.687, Loss:  0.416
Epoch  26 Batch   47/134 - Train Accuracy:  0.665, Validation Accuracy:  0.682, Loss:  0.430
Epoch  26 Batch   48/134 - Train Accuracy:  0.660, Validation Accuracy:  0.687, Loss:  0.426
Epoch  26 Batch   49/134 - Train Accuracy:  0.679, Validation Accuracy:  0.687, Loss:  0.425
Epoch  26 Batch   50/134 - Train Accuracy:  0.663, Validation Accuracy:  0.684, Loss:  0.430
Epoch  26 Batch   51/134 - Train Accuracy:  0.666, Validation Accuracy:  0.684, Loss:  0.424
Epoch  26 Batch   52/134 - Train Accuracy:  0.664, Validation Accuracy:  0.678, Loss:  0.430
Epoch  26 Batch   53/134 - Train Accuracy:  0.651, Validation Accuracy:  0.683, Loss:  0.432
Epoch  26 Batch   54/134 - Train Accuracy:  0.667, Validation Accuracy:  0.686, Loss:  0.438
Epoch  26 Batch   55/134 - Train Accuracy:  0.664, Validation Accuracy:  0.684, Loss:  0.437
Epoch  26 Batch   56/134 - Train Accuracy:  0.680, Validation Accuracy:  0.687, Loss:  0.417
Epoch  26 Batch   57/134 - Train Accuracy:  0.664, Validation Accuracy:  0.686, Loss:  0.432
Epoch  26 Batch   58/134 - Train Accuracy:  0.662, Validation Accuracy:  0.683, Loss:  0.429
Epoch  26 Batch   59/134 - Train Accuracy:  0.662, Validation Accuracy:  0.686, Loss:  0.445
Epoch  26 Batch   60/134 - Train Accuracy:  0.674, Validation Accuracy:  0.686, Loss:  0.424
Epoch  26 Batch   61/134 - Train Accuracy:  0.666, Validation Accuracy:  0.687, Loss:  0.425
Epoch  26 Batch   62/134 - Train Accuracy:  0.666, Validation Accuracy:  0.684, Loss:  0.429
Epoch  26 Batch   63/134 - Train Accuracy:  0.675, Validation Accuracy:  0.684, Loss:  0.427
Epoch  26 Batch   64/134 - Train Accuracy:  0.669, Validation Accuracy:  0.689, Loss:  0.427
Epoch  26 Batch   65/134 - Train Accuracy:  0.657, Validation Accuracy:  0.686, Loss:  0.433
Epoch  26 Batch   66/134 - Train Accuracy:  0.676, Validation Accuracy:  0.686, Loss:  0.417
Epoch  26 Batch   67/134 - Train Accuracy:  0.637, Validation Accuracy:  0.688, Loss:  0.461
Epoch  26 Batch   68/134 - Train Accuracy:  0.658, Validation Accuracy:  0.686, Loss:  0.452
Epoch  26 Batch   69/134 - Train Accuracy:  0.669, Validation Accuracy:  0.686, Loss:  0.435
Epoch  26 Batch   70/134 - Train Accuracy:  0.676, Validation Accuracy:  0.687, Loss:  0.423
Epoch  26 Batch   71/134 - Train Accuracy:  0.674, Validation Accuracy:  0.688, Loss:  0.418
Epoch  26 Batch   72/134 - Train Accuracy:  0.662, Validation Accuracy:  0.683, Loss:  0.424
Epoch  26 Batch   73/134 - Train Accuracy:  0.667, Validation Accuracy:  0.684, Loss:  0.414
Epoch  26 Batch   74/134 - Train Accuracy:  0.669, Validation Accuracy:  0.687, Loss:  0.433
Epoch  26 Batch   75/134 - Train Accuracy:  0.689, Validation Accuracy:  0.688, Loss:  0.417
Epoch  26 Batch   76/134 - Train Accuracy:  0.676, Validation Accuracy:  0.687, Loss:  0.420
Epoch  26 Batch   77/134 - Train Accuracy:  0.683, Validation Accuracy:  0.682, Loss:  0.408
Epoch  26 Batch   78/134 - Train Accuracy:  0.668, Validation Accuracy:  0.685, Loss:  0.427
Epoch  26 Batch   79/134 - Train Accuracy:  0.666, Validation Accuracy:  0.686, Loss:  0.423
Epoch  26 Batch   80/134 - Train Accuracy:  0.661, Validation Accuracy:  0.682, Loss:  0.430
Epoch  26 Batch   81/134 - Train Accuracy:  0.671, Validation Accuracy:  0.683, Loss:  0.426
Epoch  26 Batch   82/134 - Train Accuracy:  0.684, Validation Accuracy:  0.683, Loss:  0.406
Epoch  26 Batch   83/134 - Train Accuracy:  0.668, Validation Accuracy:  0.684, Loss:  0.433
Epoch  26 Batch   84/134 - Train Accuracy:  0.672, Validation Accuracy:  0.682, Loss:  0.427
Epoch  26 Batch   85/134 - Train Accuracy:  0.678, Validation Accuracy:  0.679, Loss:  0.432
Epoch  26 Batch   86/134 - Train Accuracy:  0.662, Validation Accuracy:  0.684, Loss:  0.427
Epoch  26 Batch   87/134 - Train Accuracy:  0.663, Validation Accuracy:  0.686, Loss:  0.443
Epoch  26 Batch   88/134 - Train Accuracy:  0.671, Validation Accuracy:  0.689, Loss:  0.410
Epoch  26 Batch   89/134 - Train Accuracy:  0.671, Validation Accuracy:  0.686, Loss:  0.422
Epoch  26 Batch   90/134 - Train Accuracy:  0.668, Validation Accuracy:  0.685, Loss:  0.425
Epoch  26 Batch   91/134 - Train Accuracy:  0.715, Validation Accuracy:  0.685, Loss:  0.373
Epoch  26 Batch   92/134 - Train Accuracy:  0.675, Validation Accuracy:  0.687, Loss:  0.418
Epoch  26 Batch   93/134 - Train Accuracy:  0.679, Validation Accuracy:  0.687, Loss:  0.421
Epoch  26 Batch   94/134 - Train Accuracy:  0.678, Validation Accuracy:  0.686, Loss:  0.414
Epoch  26 Batch   95/134 - Train Accuracy:  0.678, Validation Accuracy:  0.686, Loss:  0.421
Epoch  26 Batch   96/134 - Train Accuracy:  0.680, Validation Accuracy:  0.686, Loss:  0.420
Epoch  26 Batch   97/134 - Train Accuracy:  0.647, Validation Accuracy:  0.685, Loss:  0.425
Epoch  26 Batch   98/134 - Train Accuracy:  0.645, Validation Accuracy:  0.688, Loss:  0.450
Epoch  26 Batch   99/134 - Train Accuracy:  0.666, Validation Accuracy:  0.693, Loss:  0.428
Epoch  26 Batch  100/134 - Train Accuracy:  0.666, Validation Accuracy:  0.689, Loss:  0.423
Epoch  26 Batch  101/134 - Train Accuracy:  0.657, Validation Accuracy:  0.684, Loss:  0.445
Epoch  26 Batch  102/134 - Train Accuracy:  0.667, Validation Accuracy:  0.685, Loss:  0.427
Epoch  26 Batch  103/134 - Train Accuracy:  0.684, Validation Accuracy:  0.684, Loss:  0.410
Epoch  26 Batch  104/134 - Train Accuracy:  0.683, Validation Accuracy:  0.685, Loss:  0.413
Epoch  26 Batch  105/134 - Train Accuracy:  0.662, Validation Accuracy:  0.684, Loss:  0.423
Epoch  26 Batch  106/134 - Train Accuracy:  0.675, Validation Accuracy:  0.687, Loss:  0.428
Epoch  26 Batch  107/134 - Train Accuracy:  0.680, Validation Accuracy:  0.690, Loss:  0.412
Epoch  26 Batch  108/134 - Train Accuracy:  0.657, Validation Accuracy:  0.687, Loss:  0.441
Epoch  26 Batch  109/134 - Train Accuracy:  0.690, Validation Accuracy:  0.683, Loss:  0.401
Epoch  26 Batch  110/134 - Train Accuracy:  0.690, Validation Accuracy:  0.686, Loss:  0.423
Epoch  26 Batch  111/134 - Train Accuracy:  0.660, Validation Accuracy:  0.685, Loss:  0.429
Epoch  26 Batch  112/134 - Train Accuracy:  0.680, Validation Accuracy:  0.685, Loss:  0.413
Epoch  26 Batch  113/134 - Train Accuracy:  0.718, Validation Accuracy:  0.689, Loss:  0.375
Epoch  26 Batch  114/134 - Train Accuracy:  0.673, Validation Accuracy:  0.690, Loss:  0.424
Epoch  26 Batch  115/134 - Train Accuracy:  0.649, Validation Accuracy:  0.694, Loss:  0.450
Epoch  26 Batch  116/134 - Train Accuracy:  0.674, Validation Accuracy:  0.691, Loss:  0.424
Epoch  26 Batch  117/134 - Train Accuracy:  0.669, Validation Accuracy:  0.691, Loss:  0.412
Epoch  26 Batch  118/134 - Train Accuracy:  0.675, Validation Accuracy:  0.690, Loss:  0.416
Epoch  26 Batch  119/134 - Train Accuracy:  0.702, Validation Accuracy:  0.691, Loss:  0.381
Epoch  26 Batch  120/134 - Train Accuracy:  0.681, Validation Accuracy:  0.690, Loss:  0.421
Epoch  26 Batch  121/134 - Train Accuracy:  0.675, Validation Accuracy:  0.688, Loss:  0.416
Epoch  26 Batch  122/134 - Train Accuracy:  0.668, Validation Accuracy:  0.689, Loss:  0.422
Epoch  26 Batch  123/134 - Train Accuracy:  0.679, Validation Accuracy:  0.691, Loss:  0.412
Epoch  26 Batch  124/134 - Train Accuracy:  0.700, Validation Accuracy:  0.691, Loss:  0.390
Epoch  26 Batch  125/134 - Train Accuracy:  0.677, Validation Accuracy:  0.692, Loss:  0.420
Epoch  26 Batch  126/134 - Train Accuracy:  0.664, Validation Accuracy:  0.690, Loss:  0.426
Epoch  26 Batch  127/134 - Train Accuracy:  0.689, Validation Accuracy:  0.693, Loss:  0.404
Epoch  26 Batch  128/134 - Train Accuracy:  0.663, Validation Accuracy:  0.695, Loss:  0.428
Epoch  26 Batch  129/134 - Train Accuracy:  0.677, Validation Accuracy:  0.688, Loss:  0.420
Epoch  26 Batch  130/134 - Train Accuracy:  0.671, Validation Accuracy:  0.690, Loss:  0.422
Epoch  26 Batch  131/134 - Train Accuracy:  0.664, Validation Accuracy:  0.691, Loss:  0.438
Epoch  26 Batch  132/134 - Train Accuracy:  0.675, Validation Accuracy:  0.692, Loss:  0.413
Epoch  27 Batch    0/134 - Train Accuracy:  0.677, Validation Accuracy:  0.689, Loss:  0.418
Epoch  27 Batch    1/134 - Train Accuracy:  0.671, Validation Accuracy:  0.695, Loss:  0.437
Epoch  27 Batch    2/134 - Train Accuracy:  0.688, Validation Accuracy:  0.696, Loss:  0.408
Epoch  27 Batch    3/134 - Train Accuracy:  0.674, Validation Accuracy:  0.694, Loss:  0.415
Epoch  27 Batch    4/134 - Train Accuracy:  0.674, Validation Accuracy:  0.692, Loss:  0.424
Epoch  27 Batch    5/134 - Train Accuracy:  0.668, Validation Accuracy:  0.693, Loss:  0.427
Epoch  27 Batch    6/134 - Train Accuracy:  0.692, Validation Accuracy:  0.691, Loss:  0.396
Epoch  27 Batch    7/134 - Train Accuracy:  0.676, Validation Accuracy:  0.694, Loss:  0.416
Epoch  27 Batch    8/134 - Train Accuracy:  0.670, Validation Accuracy:  0.692, Loss:  0.411
Epoch  27 Batch    9/134 - Train Accuracy:  0.697, Validation Accuracy:  0.692, Loss:  0.395
Epoch  27 Batch   10/134 - Train Accuracy:  0.676, Validation Accuracy:  0.697, Loss:  0.418
Epoch  27 Batch   11/134 - Train Accuracy:  0.680, Validation Accuracy:  0.696, Loss:  0.413
Epoch  27 Batch   12/134 - Train Accuracy:  0.702, Validation Accuracy:  0.693, Loss:  0.396
Epoch  27 Batch   13/134 - Train Accuracy:  0.667, Validation Accuracy:  0.695, Loss:  0.425
Epoch  27 Batch   14/134 - Train Accuracy:  0.674, Validation Accuracy:  0.692, Loss:  0.419
Epoch  27 Batch   15/134 - Train Accuracy:  0.680, Validation Accuracy:  0.693, Loss:  0.409
Epoch  27 Batch   16/134 - Train Accuracy:  0.689, Validation Accuracy:  0.693, Loss:  0.410
Epoch  27 Batch   17/134 - Train Accuracy:  0.678, Validation Accuracy:  0.695, Loss:  0.422
Epoch  27 Batch   18/134 - Train Accuracy:  0.684, Validation Accuracy:  0.693, Loss:  0.413
Epoch  27 Batch   19/134 - Train Accuracy:  0.671, Validation Accuracy:  0.688, Loss:  0.416
Epoch  27 Batch   20/134 - Train Accuracy:  0.684, Validation Accuracy:  0.686, Loss:  0.404
Epoch  27 Batch   21/134 - Train Accuracy:  0.677, Validation Accuracy:  0.688, Loss:  0.418
Epoch  27 Batch   22/134 - Train Accuracy:  0.664, Validation Accuracy:  0.700, Loss:  0.434
Epoch  27 Batch   23/134 - Train Accuracy:  0.703, Validation Accuracy:  0.697, Loss:  0.389
Epoch  27 Batch   24/134 - Train Accuracy:  0.667, Validation Accuracy:  0.701, Loss:  0.428
Epoch  27 Batch   25/134 - Train Accuracy:  0.674, Validation Accuracy:  0.697, Loss:  0.407
Epoch  27 Batch   26/134 - Train Accuracy:  0.665, Validation Accuracy:  0.696, Loss:  0.433
Epoch  27 Batch   27/134 - Train Accuracy:  0.692, Validation Accuracy:  0.699, Loss:  0.417
Epoch  27 Batch   28/134 - Train Accuracy:  0.687, Validation Accuracy:  0.700, Loss:  0.419
Epoch  27 Batch   29/134 - Train Accuracy:  0.701, Validation Accuracy:  0.695, Loss:  0.387
Epoch  27 Batch   30/134 - Train Accuracy:  0.694, Validation Accuracy:  0.695, Loss:  0.395
Epoch  27 Batch   31/134 - Train Accuracy:  0.670, Validation Accuracy:  0.695, Loss:  0.415
Epoch  27 Batch   32/134 - Train Accuracy:  0.685, Validation Accuracy:  0.694, Loss:  0.400
Epoch  27 Batch   33/134 - Train Accuracy:  0.661, Validation Accuracy:  0.692, Loss:  0.425
Epoch  27 Batch   34/134 - Train Accuracy:  0.667, Validation Accuracy:  0.687, Loss:  0.428
Epoch  27 Batch   35/134 - Train Accuracy:  0.687, Validation Accuracy:  0.688, Loss:  0.412
Epoch  27 Batch   36/134 - Train Accuracy:  0.679, Validation Accuracy:  0.698, Loss:  0.417
Epoch  27 Batch   37/134 - Train Accuracy:  0.667, Validation Accuracy:  0.693, Loss:  0.418
Epoch  27 Batch   38/134 - Train Accuracy:  0.676, Validation Accuracy:  0.684, Loss:  0.411
Epoch  27 Batch   39/134 - Train Accuracy:  0.678, Validation Accuracy:  0.695, Loss:  0.419
Epoch  27 Batch   40/134 - Train Accuracy:  0.683, Validation Accuracy:  0.693, Loss:  0.417
Epoch  27 Batch   41/134 - Train Accuracy:  0.670, Validation Accuracy:  0.696, Loss:  0.421
Epoch  27 Batch   42/134 - Train Accuracy:  0.665, Validation Accuracy:  0.692, Loss:  0.413
Epoch  27 Batch   43/134 - Train Accuracy:  0.670, Validation Accuracy:  0.692, Loss:  0.419
Epoch  27 Batch   44/134 - Train Accuracy:  0.663, Validation Accuracy:  0.691, Loss:  0.421
Epoch  27 Batch   45/134 - Train Accuracy:  0.685, Validation Accuracy:  0.693, Loss:  0.406
Epoch  27 Batch   46/134 - Train Accuracy:  0.682, Validation Accuracy:  0.692, Loss:  0.399
Epoch  27 Batch   47/134 - Train Accuracy:  0.672, Validation Accuracy:  0.696, Loss:  0.414
Epoch  27 Batch   48/134 - Train Accuracy:  0.675, Validation Accuracy:  0.700, Loss:  0.411
Epoch  27 Batch   49/134 - Train Accuracy:  0.690, Validation Accuracy:  0.700, Loss:  0.408
Epoch  27 Batch   50/134 - Train Accuracy:  0.675, Validation Accuracy:  0.692, Loss:  0.413
Epoch  27 Batch   51/134 - Train Accuracy:  0.675, Validation Accuracy:  0.703, Loss:  0.408
Epoch  27 Batch   52/134 - Train Accuracy:  0.676, Validation Accuracy:  0.696, Loss:  0.414
Epoch  27 Batch   53/134 - Train Accuracy:  0.674, Validation Accuracy:  0.700, Loss:  0.412
Epoch  27 Batch   54/134 - Train Accuracy:  0.676, Validation Accuracy:  0.698, Loss:  0.415
Epoch  27 Batch   55/134 - Train Accuracy:  0.683, Validation Accuracy:  0.695, Loss:  0.419
Epoch  27 Batch   56/134 - Train Accuracy:  0.695, Validation Accuracy:  0.701, Loss:  0.399
Epoch  27 Batch   57/134 - Train Accuracy:  0.680, Validation Accuracy:  0.694, Loss:  0.412
Epoch  27 Batch   58/134 - Train Accuracy:  0.677, Validation Accuracy:  0.694, Loss:  0.410
Epoch  27 Batch   59/134 - Train Accuracy:  0.682, Validation Accuracy:  0.698, Loss:  0.426
Epoch  27 Batch   60/134 - Train Accuracy:  0.685, Validation Accuracy:  0.696, Loss:  0.407
Epoch  27 Batch   61/134 - Train Accuracy:  0.681, Validation Accuracy:  0.700, Loss:  0.406
Epoch  27 Batch   62/134 - Train Accuracy:  0.675, Validation Accuracy:  0.700, Loss:  0.410
Epoch  27 Batch   63/134 - Train Accuracy:  0.693, Validation Accuracy:  0.695, Loss:  0.410
Epoch  27 Batch   64/134 - Train Accuracy:  0.680, Validation Accuracy:  0.699, Loss:  0.410
Epoch  27 Batch   65/134 - Train Accuracy:  0.672, Validation Accuracy:  0.699, Loss:  0.414
Epoch  27 Batch   66/134 - Train Accuracy:  0.694, Validation Accuracy:  0.701, Loss:  0.400
Epoch  27 Batch   67/134 - Train Accuracy:  0.657, Validation Accuracy:  0.700, Loss:  0.443
Epoch  27 Batch   68/134 - Train Accuracy:  0.667, Validation Accuracy:  0.694, Loss:  0.435
Epoch  27 Batch   69/134 - Train Accuracy:  0.673, Validation Accuracy:  0.692, Loss:  0.422
Epoch  27 Batch   70/134 - Train Accuracy:  0.685, Validation Accuracy:  0.697, Loss:  0.410
Epoch  27 Batch   71/134 - Train Accuracy:  0.687, Validation Accuracy:  0.698, Loss:  0.401
Epoch  27 Batch   72/134 - Train Accuracy:  0.675, Validation Accuracy:  0.693, Loss:  0.407
Epoch  27 Batch   73/134 - Train Accuracy:  0.683, Validation Accuracy:  0.695, Loss:  0.400
Epoch  27 Batch   74/134 - Train Accuracy:  0.684, Validation Accuracy:  0.700, Loss:  0.418
Epoch  27 Batch   75/134 - Train Accuracy:  0.706, Validation Accuracy:  0.701, Loss:  0.399
Epoch  27 Batch   76/134 - Train Accuracy:  0.689, Validation Accuracy:  0.699, Loss:  0.403
Epoch  27 Batch   77/134 - Train Accuracy:  0.694, Validation Accuracy:  0.697, Loss:  0.394
Epoch  27 Batch   78/134 - Train Accuracy:  0.679, Validation Accuracy:  0.700, Loss:  0.410
Epoch  27 Batch   79/134 - Train Accuracy:  0.684, Validation Accuracy:  0.699, Loss:  0.405
Epoch  27 Batch   80/134 - Train Accuracy:  0.668, Validation Accuracy:  0.692, Loss:  0.413
Epoch  27 Batch   81/134 - Train Accuracy:  0.686, Validation Accuracy:  0.699, Loss:  0.412
Epoch  27 Batch   82/134 - Train Accuracy:  0.698, Validation Accuracy:  0.700, Loss:  0.391
Epoch  27 Batch   83/134 - Train Accuracy:  0.674, Validation Accuracy:  0.696, Loss:  0.415
Epoch  27 Batch   84/134 - Train Accuracy:  0.673, Validation Accuracy:  0.700, Loss:  0.411
Epoch  27 Batch   85/134 - Train Accuracy:  0.683, Validation Accuracy:  0.698, Loss:  0.419
Epoch  27 Batch   86/134 - Train Accuracy:  0.675, Validation Accuracy:  0.702, Loss:  0.412
Epoch  27 Batch   87/134 - Train Accuracy:  0.679, Validation Accuracy:  0.697, Loss:  0.424
Epoch  27 Batch   88/134 - Train Accuracy:  0.676, Validation Accuracy:  0.688, Loss:  0.393
Epoch  27 Batch   89/134 - Train Accuracy:  0.686, Validation Accuracy:  0.695, Loss:  0.407
Epoch  27 Batch   90/134 - Train Accuracy:  0.682, Validation Accuracy:  0.700, Loss:  0.410
Epoch  27 Batch   91/134 - Train Accuracy:  0.727, Validation Accuracy:  0.698, Loss:  0.358
Epoch  27 Batch   92/134 - Train Accuracy:  0.693, Validation Accuracy:  0.701, Loss:  0.400
Epoch  27 Batch   93/134 - Train Accuracy:  0.682, Validation Accuracy:  0.697, Loss:  0.406
Epoch  27 Batch   94/134 - Train Accuracy:  0.693, Validation Accuracy:  0.697, Loss:  0.400
Epoch  27 Batch   95/134 - Train Accuracy:  0.691, Validation Accuracy:  0.698, Loss:  0.403
Epoch  27 Batch   96/134 - Train Accuracy:  0.689, Validation Accuracy:  0.696, Loss:  0.402
Epoch  27 Batch   97/134 - Train Accuracy:  0.658, Validation Accuracy:  0.700, Loss:  0.406
Epoch  27 Batch   98/134 - Train Accuracy:  0.667, Validation Accuracy:  0.701, Loss:  0.430
Epoch  27 Batch   99/134 - Train Accuracy:  0.687, Validation Accuracy:  0.703, Loss:  0.407
Epoch  27 Batch  100/134 - Train Accuracy:  0.681, Validation Accuracy:  0.702, Loss:  0.406
Epoch  27 Batch  101/134 - Train Accuracy:  0.670, Validation Accuracy:  0.700, Loss:  0.428
Epoch  27 Batch  102/134 - Train Accuracy:  0.684, Validation Accuracy:  0.703, Loss:  0.408
Epoch  27 Batch  103/134 - Train Accuracy:  0.700, Validation Accuracy:  0.699, Loss:  0.392
Epoch  27 Batch  104/134 - Train Accuracy:  0.701, Validation Accuracy:  0.703, Loss:  0.397
Epoch  27 Batch  105/134 - Train Accuracy:  0.688, Validation Accuracy:  0.705, Loss:  0.405
Epoch  27 Batch  106/134 - Train Accuracy:  0.690, Validation Accuracy:  0.704, Loss:  0.407
Epoch  27 Batch  107/134 - Train Accuracy:  0.691, Validation Accuracy:  0.702, Loss:  0.394
Epoch  27 Batch  108/134 - Train Accuracy:  0.669, Validation Accuracy:  0.707, Loss:  0.422
Epoch  27 Batch  109/134 - Train Accuracy:  0.703, Validation Accuracy:  0.705, Loss:  0.383
Epoch  27 Batch  110/134 - Train Accuracy:  0.702, Validation Accuracy:  0.701, Loss:  0.401
Epoch  27 Batch  111/134 - Train Accuracy:  0.676, Validation Accuracy:  0.700, Loss:  0.410
Epoch  27 Batch  112/134 - Train Accuracy:  0.695, Validation Accuracy:  0.706, Loss:  0.396
Epoch  27 Batch  113/134 - Train Accuracy:  0.727, Validation Accuracy:  0.708, Loss:  0.359
Epoch  27 Batch  114/134 - Train Accuracy:  0.682, Validation Accuracy:  0.704, Loss:  0.406
Epoch  27 Batch  115/134 - Train Accuracy:  0.661, Validation Accuracy:  0.705, Loss:  0.431
Epoch  27 Batch  116/134 - Train Accuracy:  0.691, Validation Accuracy:  0.706, Loss:  0.406
Epoch  27 Batch  117/134 - Train Accuracy:  0.689, Validation Accuracy:  0.708, Loss:  0.395
Epoch  27 Batch  118/134 - Train Accuracy:  0.684, Validation Accuracy:  0.706, Loss:  0.400
Epoch  27 Batch  119/134 - Train Accuracy:  0.714, Validation Accuracy:  0.707, Loss:  0.365
Epoch  27 Batch  120/134 - Train Accuracy:  0.691, Validation Accuracy:  0.704, Loss:  0.403
Epoch  27 Batch  121/134 - Train Accuracy:  0.686, Validation Accuracy:  0.700, Loss:  0.400
Epoch  27 Batch  122/134 - Train Accuracy:  0.680, Validation Accuracy:  0.703, Loss:  0.406
Epoch  27 Batch  123/134 - Train Accuracy:  0.694, Validation Accuracy:  0.705, Loss:  0.397
Epoch  27 Batch  124/134 - Train Accuracy:  0.715, Validation Accuracy:  0.710, Loss:  0.375
Epoch  27 Batch  125/134 - Train Accuracy:  0.686, Validation Accuracy:  0.709, Loss:  0.402
Epoch  27 Batch  126/134 - Train Accuracy:  0.678, Validation Accuracy:  0.703, Loss:  0.410
Epoch  27 Batch  127/134 - Train Accuracy:  0.696, Validation Accuracy:  0.704, Loss:  0.388
Epoch  27 Batch  128/134 - Train Accuracy:  0.682, Validation Accuracy:  0.704, Loss:  0.413
Epoch  27 Batch  129/134 - Train Accuracy:  0.686, Validation Accuracy:  0.699, Loss:  0.403
Epoch  27 Batch  130/134 - Train Accuracy:  0.682, Validation Accuracy:  0.704, Loss:  0.405
Epoch  27 Batch  131/134 - Train Accuracy:  0.680, Validation Accuracy:  0.700, Loss:  0.420
Epoch  27 Batch  132/134 - Train Accuracy:  0.688, Validation Accuracy:  0.702, Loss:  0.398
Epoch  28 Batch    0/134 - Train Accuracy:  0.685, Validation Accuracy:  0.702, Loss:  0.402
Epoch  28 Batch    1/134 - Train Accuracy:  0.678, Validation Accuracy:  0.703, Loss:  0.420
Epoch  28 Batch    2/134 - Train Accuracy:  0.700, Validation Accuracy:  0.704, Loss:  0.392
Epoch  28 Batch    3/134 - Train Accuracy:  0.685, Validation Accuracy:  0.705, Loss:  0.398
Epoch  28 Batch    4/134 - Train Accuracy:  0.688, Validation Accuracy:  0.703, Loss:  0.407
Epoch  28 Batch    5/134 - Train Accuracy:  0.679, Validation Accuracy:  0.706, Loss:  0.410
Epoch  28 Batch    6/134 - Train Accuracy:  0.695, Validation Accuracy:  0.705, Loss:  0.381
Epoch  28 Batch    7/134 - Train Accuracy:  0.684, Validation Accuracy:  0.703, Loss:  0.401
Epoch  28 Batch    8/134 - Train Accuracy:  0.689, Validation Accuracy:  0.705, Loss:  0.396
Epoch  28 Batch    9/134 - Train Accuracy:  0.707, Validation Accuracy:  0.701, Loss:  0.380
Epoch  28 Batch   10/134 - Train Accuracy:  0.678, Validation Accuracy:  0.705, Loss:  0.401
Epoch  28 Batch   11/134 - Train Accuracy:  0.686, Validation Accuracy:  0.704, Loss:  0.397
Epoch  28 Batch   12/134 - Train Accuracy:  0.714, Validation Accuracy:  0.704, Loss:  0.381
Epoch  28 Batch   13/134 - Train Accuracy:  0.671, Validation Accuracy:  0.703, Loss:  0.408
Epoch  28 Batch   14/134 - Train Accuracy:  0.679, Validation Accuracy:  0.701, Loss:  0.403
Epoch  28 Batch   15/134 - Train Accuracy:  0.697, Validation Accuracy:  0.705, Loss:  0.394
Epoch  28 Batch   16/134 - Train Accuracy:  0.700, Validation Accuracy:  0.704, Loss:  0.393
Epoch  28 Batch   17/134 - Train Accuracy:  0.686, Validation Accuracy:  0.706, Loss:  0.406
Epoch  28 Batch   18/134 - Train Accuracy:  0.698, Validation Accuracy:  0.707, Loss:  0.397
Epoch  28 Batch   19/134 - Train Accuracy:  0.676, Validation Accuracy:  0.704, Loss:  0.400
Epoch  28 Batch   20/134 - Train Accuracy:  0.698, Validation Accuracy:  0.700, Loss:  0.388
Epoch  28 Batch   21/134 - Train Accuracy:  0.691, Validation Accuracy:  0.701, Loss:  0.401
Epoch  28 Batch   22/134 - Train Accuracy:  0.679, Validation Accuracy:  0.704, Loss:  0.415
Epoch  28 Batch   23/134 - Train Accuracy:  0.708, Validation Accuracy:  0.707, Loss:  0.374
Epoch  28 Batch   24/134 - Train Accuracy:  0.674, Validation Accuracy:  0.707, Loss:  0.412
Epoch  28 Batch   25/134 - Train Accuracy:  0.686, Validation Accuracy:  0.704, Loss:  0.390
Epoch  28 Batch   26/134 - Train Accuracy:  0.676, Validation Accuracy:  0.706, Loss:  0.417
Epoch  28 Batch   27/134 - Train Accuracy:  0.704, Validation Accuracy:  0.711, Loss:  0.403
Epoch  28 Batch   28/134 - Train Accuracy:  0.694, Validation Accuracy:  0.710, Loss:  0.403
Epoch  28 Batch   29/134 - Train Accuracy:  0.713, Validation Accuracy:  0.706, Loss:  0.371
Epoch  28 Batch   30/134 - Train Accuracy:  0.706, Validation Accuracy:  0.710, Loss:  0.380
Epoch  28 Batch   31/134 - Train Accuracy:  0.689, Validation Accuracy:  0.710, Loss:  0.399
Epoch  28 Batch   32/134 - Train Accuracy:  0.699, Validation Accuracy:  0.707, Loss:  0.384
Epoch  28 Batch   33/134 - Train Accuracy:  0.674, Validation Accuracy:  0.699, Loss:  0.409
Epoch  28 Batch   34/134 - Train Accuracy:  0.683, Validation Accuracy:  0.697, Loss:  0.411
Epoch  28 Batch   35/134 - Train Accuracy:  0.702, Validation Accuracy:  0.702, Loss:  0.395
Epoch  28 Batch   36/134 - Train Accuracy:  0.694, Validation Accuracy:  0.706, Loss:  0.398
Epoch  28 Batch   37/134 - Train Accuracy:  0.679, Validation Accuracy:  0.701, Loss:  0.400
Epoch  28 Batch   38/134 - Train Accuracy:  0.691, Validation Accuracy:  0.694, Loss:  0.396
Epoch  28 Batch   39/134 - Train Accuracy:  0.692, Validation Accuracy:  0.704, Loss:  0.404
Epoch  28 Batch   40/134 - Train Accuracy:  0.694, Validation Accuracy:  0.700, Loss:  0.399
Epoch  28 Batch   41/134 - Train Accuracy:  0.679, Validation Accuracy:  0.703, Loss:  0.404
Epoch  28 Batch   42/134 - Train Accuracy:  0.680, Validation Accuracy:  0.704, Loss:  0.398
Epoch  28 Batch   43/134 - Train Accuracy:  0.684, Validation Accuracy:  0.698, Loss:  0.404
Epoch  28 Batch   44/134 - Train Accuracy:  0.672, Validation Accuracy:  0.703, Loss:  0.404
Epoch  28 Batch   45/134 - Train Accuracy:  0.702, Validation Accuracy:  0.704, Loss:  0.389
Epoch  28 Batch   46/134 - Train Accuracy:  0.695, Validation Accuracy:  0.705, Loss:  0.384
Epoch  28 Batch   47/134 - Train Accuracy:  0.685, Validation Accuracy:  0.707, Loss:  0.399
Epoch  28 Batch   48/134 - Train Accuracy:  0.689, Validation Accuracy:  0.709, Loss:  0.395
Epoch  28 Batch   49/134 - Train Accuracy:  0.700, Validation Accuracy:  0.711, Loss:  0.391
Epoch  28 Batch   50/134 - Train Accuracy:  0.684, Validation Accuracy:  0.705, Loss:  0.396
Epoch  28 Batch   51/134 - Train Accuracy:  0.687, Validation Accuracy:  0.712, Loss:  0.392
Epoch  28 Batch   52/134 - Train Accuracy:  0.690, Validation Accuracy:  0.707, Loss:  0.396
Epoch  28 Batch   53/134 - Train Accuracy:  0.690, Validation Accuracy:  0.706, Loss:  0.393
Epoch  28 Batch   54/134 - Train Accuracy:  0.693, Validation Accuracy:  0.706, Loss:  0.397
Epoch  28 Batch   55/134 - Train Accuracy:  0.695, Validation Accuracy:  0.706, Loss:  0.404
Epoch  28 Batch   56/134 - Train Accuracy:  0.704, Validation Accuracy:  0.706, Loss:  0.383
Epoch  28 Batch   57/134 - Train Accuracy:  0.693, Validation Accuracy:  0.703, Loss:  0.396
Epoch  28 Batch   58/134 - Train Accuracy:  0.689, Validation Accuracy:  0.705, Loss:  0.394
Epoch  28 Batch   59/134 - Train Accuracy:  0.697, Validation Accuracy:  0.711, Loss:  0.410
Epoch  28 Batch   60/134 - Train Accuracy:  0.694, Validation Accuracy:  0.707, Loss:  0.391
Epoch  28 Batch   61/134 - Train Accuracy:  0.689, Validation Accuracy:  0.707, Loss:  0.389
Epoch  28 Batch   62/134 - Train Accuracy:  0.693, Validation Accuracy:  0.708, Loss:  0.393
Epoch  28 Batch   63/134 - Train Accuracy:  0.703, Validation Accuracy:  0.706, Loss:  0.394
Epoch  28 Batch   64/134 - Train Accuracy:  0.695, Validation Accuracy:  0.707, Loss:  0.395
Epoch  28 Batch   65/134 - Train Accuracy:  0.684, Validation Accuracy:  0.706, Loss:  0.396
Epoch  28 Batch   66/134 - Train Accuracy:  0.706, Validation Accuracy:  0.709, Loss:  0.384
Epoch  28 Batch   67/134 - Train Accuracy:  0.666, Validation Accuracy:  0.704, Loss:  0.425
Epoch  28 Batch   68/134 - Train Accuracy:  0.674, Validation Accuracy:  0.700, Loss:  0.421
Epoch  28 Batch   69/134 - Train Accuracy:  0.676, Validation Accuracy:  0.694, Loss:  0.412
Epoch  28 Batch   70/134 - Train Accuracy:  0.695, Validation Accuracy:  0.707, Loss:  0.397
Epoch  28 Batch   71/134 - Train Accuracy:  0.696, Validation Accuracy:  0.706, Loss:  0.383
Epoch  28 Batch   72/134 - Train Accuracy:  0.689, Validation Accuracy:  0.701, Loss:  0.392
Epoch  28 Batch   73/134 - Train Accuracy:  0.698, Validation Accuracy:  0.709, Loss:  0.388
Epoch  28 Batch   74/134 - Train Accuracy:  0.696, Validation Accuracy:  0.714, Loss:  0.401
Epoch  28 Batch   75/134 - Train Accuracy:  0.709, Validation Accuracy:  0.705, Loss:  0.382
Epoch  28 Batch   76/134 - Train Accuracy:  0.701, Validation Accuracy:  0.704, Loss:  0.390
Epoch  28 Batch   77/134 - Train Accuracy:  0.702, Validation Accuracy:  0.704, Loss:  0.382
Epoch  28 Batch   78/134 - Train Accuracy:  0.691, Validation Accuracy:  0.703, Loss:  0.391
Epoch  28 Batch   79/134 - Train Accuracy:  0.688, Validation Accuracy:  0.706, Loss:  0.392
Epoch  28 Batch   80/134 - Train Accuracy:  0.684, Validation Accuracy:  0.703, Loss:  0.404
Epoch  28 Batch   81/134 - Train Accuracy:  0.701, Validation Accuracy:  0.708, Loss:  0.396
Epoch  28 Batch   82/134 - Train Accuracy:  0.704, Validation Accuracy:  0.709, Loss:  0.371
Epoch  28 Batch   83/134 - Train Accuracy:  0.687, Validation Accuracy:  0.704, Loss:  0.401
Epoch  28 Batch   84/134 - Train Accuracy:  0.686, Validation Accuracy:  0.710, Loss:  0.395
Epoch  28 Batch   85/134 - Train Accuracy:  0.704, Validation Accuracy:  0.705, Loss:  0.399
Epoch  28 Batch   86/134 - Train Accuracy:  0.681, Validation Accuracy:  0.704, Loss:  0.392
Epoch  28 Batch   87/134 - Train Accuracy:  0.686, Validation Accuracy:  0.704, Loss:  0.409
Epoch  28 Batch   88/134 - Train Accuracy:  0.695, Validation Accuracy:  0.707, Loss:  0.379
Epoch  28 Batch   89/134 - Train Accuracy:  0.691, Validation Accuracy:  0.708, Loss:  0.388
Epoch  28 Batch   90/134 - Train Accuracy:  0.696, Validation Accuracy:  0.708, Loss:  0.392
Epoch  28 Batch   91/134 - Train Accuracy:  0.739, Validation Accuracy:  0.705, Loss:  0.343
Epoch  28 Batch   92/134 - Train Accuracy:  0.704, Validation Accuracy:  0.704, Loss:  0.383
Epoch  28 Batch   93/134 - Train Accuracy:  0.710, Validation Accuracy:  0.712, Loss:  0.388
Epoch  28 Batch   94/134 - Train Accuracy:  0.705, Validation Accuracy:  0.712, Loss:  0.381
Epoch  28 Batch   95/134 - Train Accuracy:  0.704, Validation Accuracy:  0.712, Loss:  0.387
Epoch  28 Batch   96/134 - Train Accuracy:  0.702, Validation Accuracy:  0.709, Loss:  0.385
Epoch  28 Batch   97/134 - Train Accuracy:  0.672, Validation Accuracy:  0.706, Loss:  0.391
Epoch  28 Batch   98/134 - Train Accuracy:  0.670, Validation Accuracy:  0.711, Loss:  0.418
Epoch  28 Batch   99/134 - Train Accuracy:  0.697, Validation Accuracy:  0.709, Loss:  0.394
Epoch  28 Batch  100/134 - Train Accuracy:  0.690, Validation Accuracy:  0.707, Loss:  0.389
Epoch  28 Batch  101/134 - Train Accuracy:  0.674, Validation Accuracy:  0.704, Loss:  0.413
Epoch  28 Batch  102/134 - Train Accuracy:  0.692, Validation Accuracy:  0.711, Loss:  0.397
Epoch  28 Batch  103/134 - Train Accuracy:  0.707, Validation Accuracy:  0.708, Loss:  0.376
Epoch  28 Batch  104/134 - Train Accuracy:  0.704, Validation Accuracy:  0.705, Loss:  0.382
Epoch  28 Batch  105/134 - Train Accuracy:  0.683, Validation Accuracy:  0.705, Loss:  0.394
Epoch  28 Batch  106/134 - Train Accuracy:  0.695, Validation Accuracy:  0.712, Loss:  0.393
Epoch  28 Batch  107/134 - Train Accuracy:  0.703, Validation Accuracy:  0.708, Loss:  0.378
Epoch  28 Batch  108/134 - Train Accuracy:  0.675, Validation Accuracy:  0.707, Loss:  0.407
Epoch  28 Batch  109/134 - Train Accuracy:  0.708, Validation Accuracy:  0.711, Loss:  0.372
Epoch  28 Batch  110/134 - Train Accuracy:  0.717, Validation Accuracy:  0.709, Loss:  0.385
Epoch  28 Batch  111/134 - Train Accuracy:  0.678, Validation Accuracy:  0.708, Loss:  0.394
Epoch  28 Batch  112/134 - Train Accuracy:  0.707, Validation Accuracy:  0.713, Loss:  0.382
Epoch  28 Batch  113/134 - Train Accuracy:  0.736, Validation Accuracy:  0.713, Loss:  0.345
Epoch  28 Batch  114/134 - Train Accuracy:  0.685, Validation Accuracy:  0.704, Loss:  0.390
Epoch  28 Batch  115/134 - Train Accuracy:  0.678, Validation Accuracy:  0.714, Loss:  0.417
Epoch  28 Batch  116/134 - Train Accuracy:  0.707, Validation Accuracy:  0.712, Loss:  0.393
Epoch  28 Batch  117/134 - Train Accuracy:  0.697, Validation Accuracy:  0.709, Loss:  0.379
Epoch  28 Batch  118/134 - Train Accuracy:  0.689, Validation Accuracy:  0.711, Loss:  0.385
Epoch  28 Batch  119/134 - Train Accuracy:  0.724, Validation Accuracy:  0.712, Loss:  0.352
Epoch  28 Batch  120/134 - Train Accuracy:  0.693, Validation Accuracy:  0.707, Loss:  0.387
Epoch  28 Batch  121/134 - Train Accuracy:  0.693, Validation Accuracy:  0.712, Loss:  0.387
Epoch  28 Batch  122/134 - Train Accuracy:  0.696, Validation Accuracy:  0.707, Loss:  0.392
Epoch  28 Batch  123/134 - Train Accuracy:  0.694, Validation Accuracy:  0.707, Loss:  0.380
Epoch  28 Batch  124/134 - Train Accuracy:  0.721, Validation Accuracy:  0.714, Loss:  0.361
Epoch  28 Batch  125/134 - Train Accuracy:  0.699, Validation Accuracy:  0.709, Loss:  0.387
Epoch  28 Batch  126/134 - Train Accuracy:  0.686, Validation Accuracy:  0.712, Loss:  0.398
Epoch  28 Batch  127/134 - Train Accuracy:  0.714, Validation Accuracy:  0.714, Loss:  0.373
Epoch  28 Batch  128/134 - Train Accuracy:  0.690, Validation Accuracy:  0.714, Loss:  0.395
Epoch  28 Batch  129/134 - Train Accuracy:  0.694, Validation Accuracy:  0.705, Loss:  0.389
Epoch  28 Batch  130/134 - Train Accuracy:  0.694, Validation Accuracy:  0.712, Loss:  0.391
Epoch  28 Batch  131/134 - Train Accuracy:  0.693, Validation Accuracy:  0.712, Loss:  0.403
Epoch  28 Batch  132/134 - Train Accuracy:  0.696, Validation Accuracy:  0.706, Loss:  0.382
Epoch  29 Batch    0/134 - Train Accuracy:  0.695, Validation Accuracy:  0.706, Loss:  0.387
Epoch  29 Batch    1/134 - Train Accuracy:  0.694, Validation Accuracy:  0.713, Loss:  0.402
Epoch  29 Batch    2/134 - Train Accuracy:  0.706, Validation Accuracy:  0.710, Loss:  0.377
Epoch  29 Batch    3/134 - Train Accuracy:  0.696, Validation Accuracy:  0.711, Loss:  0.382
Epoch  29 Batch    4/134 - Train Accuracy:  0.700, Validation Accuracy:  0.714, Loss:  0.390
Epoch  29 Batch    5/134 - Train Accuracy:  0.696, Validation Accuracy:  0.715, Loss:  0.393
Epoch  29 Batch    6/134 - Train Accuracy:  0.711, Validation Accuracy:  0.713, Loss:  0.362
Epoch  29 Batch    7/134 - Train Accuracy:  0.699, Validation Accuracy:  0.712, Loss:  0.381
Epoch  29 Batch    8/134 - Train Accuracy:  0.706, Validation Accuracy:  0.715, Loss:  0.378
Epoch  29 Batch    9/134 - Train Accuracy:  0.718, Validation Accuracy:  0.715, Loss:  0.363
Epoch  29 Batch   10/134 - Train Accuracy:  0.692, Validation Accuracy:  0.711, Loss:  0.384
Epoch  29 Batch   11/134 - Train Accuracy:  0.699, Validation Accuracy:  0.712, Loss:  0.382
Epoch  29 Batch   12/134 - Train Accuracy:  0.722, Validation Accuracy:  0.714, Loss:  0.364
Epoch  29 Batch   13/134 - Train Accuracy:  0.690, Validation Accuracy:  0.713, Loss:  0.389
Epoch  29 Batch   14/134 - Train Accuracy:  0.696, Validation Accuracy:  0.713, Loss:  0.387
Epoch  29 Batch   15/134 - Train Accuracy:  0.709, Validation Accuracy:  0.716, Loss:  0.376
Epoch  29 Batch   16/134 - Train Accuracy:  0.709, Validation Accuracy:  0.711, Loss:  0.375
Epoch  29 Batch   17/134 - Train Accuracy:  0.699, Validation Accuracy:  0.708, Loss:  0.391
Epoch  29 Batch   18/134 - Train Accuracy:  0.709, Validation Accuracy:  0.709, Loss:  0.381
Epoch  29 Batch   19/134 - Train Accuracy:  0.690, Validation Accuracy:  0.713, Loss:  0.383
Epoch  29 Batch   20/134 - Train Accuracy:  0.716, Validation Accuracy:  0.709, Loss:  0.371
Epoch  29 Batch   21/134 - Train Accuracy:  0.703, Validation Accuracy:  0.712, Loss:  0.381
Epoch  29 Batch   22/134 - Train Accuracy:  0.688, Validation Accuracy:  0.708, Loss:  0.397
Epoch  29 Batch   23/134 - Train Accuracy:  0.718, Validation Accuracy:  0.715, Loss:  0.359
Epoch  29 Batch   24/134 - Train Accuracy:  0.687, Validation Accuracy:  0.714, Loss:  0.393
Epoch  29 Batch   25/134 - Train Accuracy:  0.699, Validation Accuracy:  0.712, Loss:  0.374
Epoch  29 Batch   26/134 - Train Accuracy:  0.694, Validation Accuracy:  0.715, Loss:  0.401
Epoch  29 Batch   27/134 - Train Accuracy:  0.706, Validation Accuracy:  0.712, Loss:  0.386
Epoch  29 Batch   28/134 - Train Accuracy:  0.702, Validation Accuracy:  0.721, Loss:  0.388
Epoch  29 Batch   29/134 - Train Accuracy:  0.718, Validation Accuracy:  0.722, Loss:  0.355
Epoch  29 Batch   30/134 - Train Accuracy:  0.712, Validation Accuracy:  0.712, Loss:  0.363
Epoch  29 Batch   31/134 - Train Accuracy:  0.708, Validation Accuracy:  0.716, Loss:  0.383
Epoch  29 Batch   32/134 - Train Accuracy:  0.716, Validation Accuracy:  0.716, Loss:  0.368
Epoch  29 Batch   33/134 - Train Accuracy:  0.687, Validation Accuracy:  0.711, Loss:  0.392
Epoch  29 Batch   34/134 - Train Accuracy:  0.695, Validation Accuracy:  0.712, Loss:  0.393
Epoch  29 Batch   35/134 - Train Accuracy:  0.717, Validation Accuracy:  0.709, Loss:  0.378
Epoch  29 Batch   36/134 - Train Accuracy:  0.707, Validation Accuracy:  0.716, Loss:  0.381
Epoch  29 Batch   37/134 - Train Accuracy:  0.699, Validation Accuracy:  0.717, Loss:  0.383
Epoch  29 Batch   38/134 - Train Accuracy:  0.707, Validation Accuracy:  0.706, Loss:  0.375
Epoch  29 Batch   39/134 - Train Accuracy:  0.700, Validation Accuracy:  0.710, Loss:  0.385
Epoch  29 Batch   40/134 - Train Accuracy:  0.711, Validation Accuracy:  0.711, Loss:  0.385
Epoch  29 Batch   41/134 - Train Accuracy:  0.698, Validation Accuracy:  0.715, Loss:  0.389
Epoch  29 Batch   42/134 - Train Accuracy:  0.691, Validation Accuracy:  0.709, Loss:  0.379
Epoch  29 Batch   43/134 - Train Accuracy:  0.697, Validation Accuracy:  0.701, Loss:  0.383
Epoch  29 Batch   44/134 - Train Accuracy:  0.686, Validation Accuracy:  0.714, Loss:  0.385
Epoch  29 Batch   45/134 - Train Accuracy:  0.712, Validation Accuracy:  0.714, Loss:  0.374
Epoch  29 Batch   46/134 - Train Accuracy:  0.700, Validation Accuracy:  0.713, Loss:  0.368
Epoch  29 Batch   47/134 - Train Accuracy:  0.689, Validation Accuracy:  0.717, Loss:  0.380
Epoch  29 Batch   48/134 - Train Accuracy:  0.697, Validation Accuracy:  0.712, Loss:  0.377
Epoch  29 Batch   49/134 - Train Accuracy:  0.715, Validation Accuracy:  0.718, Loss:  0.374
Epoch  29 Batch   50/134 - Train Accuracy:  0.693, Validation Accuracy:  0.716, Loss:  0.379
Epoch  29 Batch   51/134 - Train Accuracy:  0.700, Validation Accuracy:  0.715, Loss:  0.375
Epoch  29 Batch   52/134 - Train Accuracy:  0.701, Validation Accuracy:  0.718, Loss:  0.377
Epoch  29 Batch   53/134 - Train Accuracy:  0.693, Validation Accuracy:  0.719, Loss:  0.376
Epoch  29 Batch   54/134 - Train Accuracy:  0.691, Validation Accuracy:  0.717, Loss:  0.381
Epoch  29 Batch   55/134 - Train Accuracy:  0.698, Validation Accuracy:  0.713, Loss:  0.386
Epoch  29 Batch   56/134 - Train Accuracy:  0.713, Validation Accuracy:  0.719, Loss:  0.367
Epoch  29 Batch   57/134 - Train Accuracy:  0.697, Validation Accuracy:  0.708, Loss:  0.379
Epoch  29 Batch   58/134 - Train Accuracy:  0.705, Validation Accuracy:  0.715, Loss:  0.378
Epoch  29 Batch   59/134 - Train Accuracy:  0.702, Validation Accuracy:  0.713, Loss:  0.393
Epoch  29 Batch   60/134 - Train Accuracy:  0.704, Validation Accuracy:  0.716, Loss:  0.375
Epoch  29 Batch   61/134 - Train Accuracy:  0.697, Validation Accuracy:  0.714, Loss:  0.374
Epoch  29 Batch   62/134 - Train Accuracy:  0.701, Validation Accuracy:  0.719, Loss:  0.379
Epoch  29 Batch   63/134 - Train Accuracy:  0.706, Validation Accuracy:  0.719, Loss:  0.377
Epoch  29 Batch   64/134 - Train Accuracy:  0.708, Validation Accuracy:  0.723, Loss:  0.377
Epoch  29 Batch   65/134 - Train Accuracy:  0.693, Validation Accuracy:  0.721, Loss:  0.379
Epoch  29 Batch   66/134 - Train Accuracy:  0.718, Validation Accuracy:  0.718, Loss:  0.366
Epoch  29 Batch   67/134 - Train Accuracy:  0.678, Validation Accuracy:  0.718, Loss:  0.405
Epoch  29 Batch   68/134 - Train Accuracy:  0.686, Validation Accuracy:  0.719, Loss:  0.398
Epoch  29 Batch   69/134 - Train Accuracy:  0.701, Validation Accuracy:  0.713, Loss:  0.382
Epoch  29 Batch   70/134 - Train Accuracy:  0.705, Validation Accuracy:  0.716, Loss:  0.371
Epoch  29 Batch   71/134 - Train Accuracy:  0.701, Validation Accuracy:  0.716, Loss:  0.366
Epoch  29 Batch   72/134 - Train Accuracy:  0.710, Validation Accuracy:  0.718, Loss:  0.374
Epoch  29 Batch   73/134 - Train Accuracy:  0.718, Validation Accuracy:  0.717, Loss:  0.365
Epoch  29 Batch   74/134 - Train Accuracy:  0.698, Validation Accuracy:  0.723, Loss:  0.380
Epoch  29 Batch   75/134 - Train Accuracy:  0.723, Validation Accuracy:  0.725, Loss:  0.366
Epoch  29 Batch   76/134 - Train Accuracy:  0.716, Validation Accuracy:  0.723, Loss:  0.369
Epoch  29 Batch   77/134 - Train Accuracy:  0.711, Validation Accuracy:  0.717, Loss:  0.358
Epoch  29 Batch   78/134 - Train Accuracy:  0.711, Validation Accuracy:  0.719, Loss:  0.372
Epoch  29 Batch   79/134 - Train Accuracy:  0.704, Validation Accuracy:  0.721, Loss:  0.371
Epoch  29 Batch   80/134 - Train Accuracy:  0.705, Validation Accuracy:  0.719, Loss:  0.377
Epoch  29 Batch   81/134 - Train Accuracy:  0.711, Validation Accuracy:  0.725, Loss:  0.374
Epoch  29 Batch   82/134 - Train Accuracy:  0.718, Validation Accuracy:  0.719, Loss:  0.356
Epoch  29 Batch   83/134 - Train Accuracy:  0.703, Validation Accuracy:  0.719, Loss:  0.382
Epoch  29 Batch   84/134 - Train Accuracy:  0.694, Validation Accuracy:  0.706, Loss:  0.380
Epoch  29 Batch   85/134 - Train Accuracy:  0.701, Validation Accuracy:  0.708, Loss:  0.393
Epoch  29 Batch   86/134 - Train Accuracy:  0.689, Validation Accuracy:  0.699, Loss:  0.396
Epoch  29 Batch   87/134 - Train Accuracy:  0.690, Validation Accuracy:  0.715, Loss:  0.408
Epoch  29 Batch   88/134 - Train Accuracy:  0.701, Validation Accuracy:  0.713, Loss:  0.371
Epoch  29 Batch   89/134 - Train Accuracy:  0.698, Validation Accuracy:  0.711, Loss:  0.371
Epoch  29 Batch   90/134 - Train Accuracy:  0.699, Validation Accuracy:  0.706, Loss:  0.378
Epoch  29 Batch   91/134 - Train Accuracy:  0.735, Validation Accuracy:  0.714, Loss:  0.338
Epoch  29 Batch   92/134 - Train Accuracy:  0.713, Validation Accuracy:  0.716, Loss:  0.371
Epoch  29 Batch   93/134 - Train Accuracy:  0.715, Validation Accuracy:  0.720, Loss:  0.370
Epoch  29 Batch   94/134 - Train Accuracy:  0.708, Validation Accuracy:  0.715, Loss:  0.368
Epoch  29 Batch   95/134 - Train Accuracy:  0.705, Validation Accuracy:  0.719, Loss:  0.374
Epoch  29 Batch   96/134 - Train Accuracy:  0.713, Validation Accuracy:  0.718, Loss:  0.368
Epoch  29 Batch   97/134 - Train Accuracy:  0.681, Validation Accuracy:  0.712, Loss:  0.373
Epoch  29 Batch   98/134 - Train Accuracy:  0.671, Validation Accuracy:  0.713, Loss:  0.401
Epoch  29 Batch   99/134 - Train Accuracy:  0.699, Validation Accuracy:  0.712, Loss:  0.382
Epoch  29 Batch  100/134 - Train Accuracy:  0.694, Validation Accuracy:  0.709, Loss:  0.372
Epoch  29 Batch  101/134 - Train Accuracy:  0.680, Validation Accuracy:  0.710, Loss:  0.395
Epoch  29 Batch  102/134 - Train Accuracy:  0.694, Validation Accuracy:  0.710, Loss:  0.385
Epoch  29 Batch  103/134 - Train Accuracy:  0.714, Validation Accuracy:  0.711, Loss:  0.361
Epoch  29 Batch  104/134 - Train Accuracy:  0.707, Validation Accuracy:  0.708, Loss:  0.365
Epoch  29 Batch  105/134 - Train Accuracy:  0.691, Validation Accuracy:  0.711, Loss:  0.381
Epoch  29 Batch  106/134 - Train Accuracy:  0.698, Validation Accuracy:  0.721, Loss:  0.379
Epoch  29 Batch  107/134 - Train Accuracy:  0.714, Validation Accuracy:  0.719, Loss:  0.362
Epoch  29 Batch  108/134 - Train Accuracy:  0.683, Validation Accuracy:  0.711, Loss:  0.390
Epoch  29 Batch  109/134 - Train Accuracy:  0.721, Validation Accuracy:  0.718, Loss:  0.358
Epoch  29 Batch  110/134 - Train Accuracy:  0.722, Validation Accuracy:  0.716, Loss:  0.369
Epoch  29 Batch  111/134 - Train Accuracy:  0.690, Validation Accuracy:  0.712, Loss:  0.377
Epoch  29 Batch  112/134 - Train Accuracy:  0.713, Validation Accuracy:  0.720, Loss:  0.365
Epoch  29 Batch  113/134 - Train Accuracy:  0.740, Validation Accuracy:  0.724, Loss:  0.333
Epoch  29 Batch  114/134 - Train Accuracy:  0.700, Validation Accuracy:  0.711, Loss:  0.373
Epoch  29 Batch  115/134 - Train Accuracy:  0.685, Validation Accuracy:  0.716, Loss:  0.398
Epoch  29 Batch  116/134 - Train Accuracy:  0.717, Validation Accuracy:  0.714, Loss:  0.381
Epoch  29 Batch  117/134 - Train Accuracy:  0.711, Validation Accuracy:  0.719, Loss:  0.363
Epoch  29 Batch  118/134 - Train Accuracy:  0.692, Validation Accuracy:  0.718, Loss:  0.367
Epoch  29 Batch  119/134 - Train Accuracy:  0.735, Validation Accuracy:  0.721, Loss:  0.338
Epoch  29 Batch  120/134 - Train Accuracy:  0.705, Validation Accuracy:  0.722, Loss:  0.370
Epoch  29 Batch  121/134 - Train Accuracy:  0.705, Validation Accuracy:  0.716, Loss:  0.367
Epoch  29 Batch  122/134 - Train Accuracy:  0.692, Validation Accuracy:  0.714, Loss:  0.376
Epoch  29 Batch  123/134 - Train Accuracy:  0.713, Validation Accuracy:  0.724, Loss:  0.364
Epoch  29 Batch  124/134 - Train Accuracy:  0.728, Validation Accuracy:  0.725, Loss:  0.343
Epoch  29 Batch  125/134 - Train Accuracy:  0.702, Validation Accuracy:  0.716, Loss:  0.369
Epoch  29 Batch  126/134 - Train Accuracy:  0.701, Validation Accuracy:  0.725, Loss:  0.380
Epoch  29 Batch  127/134 - Train Accuracy:  0.724, Validation Accuracy:  0.723, Loss:  0.355
Epoch  29 Batch  128/134 - Train Accuracy:  0.701, Validation Accuracy:  0.715, Loss:  0.377
Epoch  29 Batch  129/134 - Train Accuracy:  0.703, Validation Accuracy:  0.717, Loss:  0.371
Epoch  29 Batch  130/134 - Train Accuracy:  0.701, Validation Accuracy:  0.711, Loss:  0.374
Epoch  29 Batch  131/134 - Train Accuracy:  0.699, Validation Accuracy:  0.716, Loss:  0.388
Epoch  29 Batch  132/134 - Train Accuracy:  0.704, Validation Accuracy:  0.719, Loss:  0.364
Epoch  30 Batch    0/134 - Train Accuracy:  0.700, Validation Accuracy:  0.711, Loss:  0.370
Epoch  30 Batch    1/134 - Train Accuracy:  0.701, Validation Accuracy:  0.722, Loss:  0.387
Epoch  30 Batch    2/134 - Train Accuracy:  0.710, Validation Accuracy:  0.718, Loss:  0.360
Epoch  30 Batch    3/134 - Train Accuracy:  0.702, Validation Accuracy:  0.716, Loss:  0.365
Epoch  30 Batch    4/134 - Train Accuracy:  0.707, Validation Accuracy:  0.722, Loss:  0.373
Epoch  30 Batch    5/134 - Train Accuracy:  0.705, Validation Accuracy:  0.719, Loss:  0.376
Epoch  30 Batch    6/134 - Train Accuracy:  0.715, Validation Accuracy:  0.722, Loss:  0.347
Epoch  30 Batch    7/134 - Train Accuracy:  0.703, Validation Accuracy:  0.720, Loss:  0.366
Epoch  30 Batch    8/134 - Train Accuracy:  0.716, Validation Accuracy:  0.723, Loss:  0.360
Epoch  30 Batch    9/134 - Train Accuracy:  0.729, Validation Accuracy:  0.723, Loss:  0.346
Epoch  30 Batch   10/134 - Train Accuracy:  0.702, Validation Accuracy:  0.718, Loss:  0.368
Epoch  30 Batch   11/134 - Train Accuracy:  0.711, Validation Accuracy:  0.722, Loss:  0.364
Epoch  30 Batch   12/134 - Train Accuracy:  0.729, Validation Accuracy:  0.724, Loss:  0.347
Epoch  30 Batch   13/134 - Train Accuracy:  0.695, Validation Accuracy:  0.720, Loss:  0.372
Epoch  30 Batch   14/134 - Train Accuracy:  0.706, Validation Accuracy:  0.723, Loss:  0.367
Epoch  30 Batch   15/134 - Train Accuracy:  0.712, Validation Accuracy:  0.716, Loss:  0.359
Epoch  30 Batch   16/134 - Train Accuracy:  0.725, Validation Accuracy:  0.725, Loss:  0.359
Epoch  30 Batch   17/134 - Train Accuracy:  0.713, Validation Accuracy:  0.717, Loss:  0.373
Epoch  30 Batch   18/134 - Train Accuracy:  0.722, Validation Accuracy:  0.721, Loss:  0.363
Epoch  30 Batch   19/134 - Train Accuracy:  0.703, Validation Accuracy:  0.725, Loss:  0.365
Epoch  30 Batch   20/134 - Train Accuracy:  0.722, Validation Accuracy:  0.716, Loss:  0.352
Epoch  30 Batch   21/134 - Train Accuracy:  0.712, Validation Accuracy:  0.724, Loss:  0.365
Epoch  30 Batch   22/134 - Train Accuracy:  0.699, Validation Accuracy:  0.716, Loss:  0.378
Epoch  30 Batch   23/134 - Train Accuracy:  0.729, Validation Accuracy:  0.724, Loss:  0.342
Epoch  30 Batch   24/134 - Train Accuracy:  0.698, Validation Accuracy:  0.726, Loss:  0.376
Epoch  30 Batch   25/134 - Train Accuracy:  0.702, Validation Accuracy:  0.716, Loss:  0.356
Epoch  30 Batch   26/134 - Train Accuracy:  0.697, Validation Accuracy:  0.720, Loss:  0.384
Epoch  30 Batch   27/134 - Train Accuracy:  0.713, Validation Accuracy:  0.721, Loss:  0.373
Epoch  30 Batch   28/134 - Train Accuracy:  0.713, Validation Accuracy:  0.724, Loss:  0.372
Epoch  30 Batch   29/134 - Train Accuracy:  0.724, Validation Accuracy:  0.724, Loss:  0.338
Epoch  30 Batch   30/134 - Train Accuracy:  0.720, Validation Accuracy:  0.721, Loss:  0.348
Epoch  30 Batch   31/134 - Train Accuracy:  0.711, Validation Accuracy:  0.728, Loss:  0.366
Epoch  30 Batch   32/134 - Train Accuracy:  0.720, Validation Accuracy:  0.727, Loss:  0.352
Epoch  30 Batch   33/134 - Train Accuracy:  0.694, Validation Accuracy:  0.714, Loss:  0.375
Epoch  30 Batch   34/134 - Train Accuracy:  0.695, Validation Accuracy:  0.714, Loss:  0.377
Epoch  30 Batch   35/134 - Train Accuracy:  0.722, Validation Accuracy:  0.711, Loss:  0.366
Epoch  30 Batch   36/134 - Train Accuracy:  0.712, Validation Accuracy:  0.720, Loss:  0.364
Epoch  30 Batch   37/134 - Train Accuracy:  0.699, Validation Accuracy:  0.721, Loss:  0.366
Epoch  30 Batch   38/134 - Train Accuracy:  0.710, Validation Accuracy:  0.709, Loss:  0.363
Epoch  30 Batch   39/134 - Train Accuracy:  0.714, Validation Accuracy:  0.718, Loss:  0.373
Epoch  30 Batch   40/134 - Train Accuracy:  0.722, Validation Accuracy:  0.725, Loss:  0.367
Epoch  30 Batch   41/134 - Train Accuracy:  0.701, Validation Accuracy:  0.717, Loss:  0.370
Epoch  30 Batch   42/134 - Train Accuracy:  0.697, Validation Accuracy:  0.715, Loss:  0.364
Epoch  30 Batch   43/134 - Train Accuracy:  0.700, Validation Accuracy:  0.714, Loss:  0.374
Epoch  30 Batch   44/134 - Train Accuracy:  0.704, Validation Accuracy:  0.722, Loss:  0.369
Epoch  30 Batch   45/134 - Train Accuracy:  0.722, Validation Accuracy:  0.728, Loss:  0.355
Epoch  30 Batch   46/134 - Train Accuracy:  0.710, Validation Accuracy:  0.715, Loss:  0.352
Epoch  30 Batch   47/134 - Train Accuracy:  0.698, Validation Accuracy:  0.724, Loss:  0.366
Epoch  30 Batch   48/134 - Train Accuracy:  0.704, Validation Accuracy:  0.719, Loss:  0.361
Epoch  30 Batch   49/134 - Train Accuracy:  0.724, Validation Accuracy:  0.721, Loss:  0.358
Epoch  30 Batch   50/134 - Train Accuracy:  0.698, Validation Accuracy:  0.727, Loss:  0.361
Epoch  30 Batch   51/134 - Train Accuracy:  0.702, Validation Accuracy:  0.721, Loss:  0.358
Epoch  30 Batch   52/134 - Train Accuracy:  0.709, Validation Accuracy:  0.726, Loss:  0.360
Epoch  30 Batch   53/134 - Train Accuracy:  0.703, Validation Accuracy:  0.725, Loss:  0.357
Epoch  30 Batch   54/134 - Train Accuracy:  0.699, Validation Accuracy:  0.717, Loss:  0.363
Epoch  30 Batch   55/134 - Train Accuracy:  0.711, Validation Accuracy:  0.725, Loss:  0.371
Epoch  30 Batch   56/134 - Train Accuracy:  0.714, Validation Accuracy:  0.732, Loss:  0.351
Epoch  30 Batch   57/134 - Train Accuracy:  0.705, Validation Accuracy:  0.719, Loss:  0.361
Epoch  30 Batch   58/134 - Train Accuracy:  0.713, Validation Accuracy:  0.724, Loss:  0.360
Epoch  30 Batch   59/134 - Train Accuracy:  0.707, Validation Accuracy:  0.722, Loss:  0.378
Epoch  30 Batch   60/134 - Train Accuracy:  0.712, Validation Accuracy:  0.730, Loss:  0.359
Epoch  30 Batch   61/134 - Train Accuracy:  0.711, Validation Accuracy:  0.726, Loss:  0.355
Epoch  30 Batch   62/134 - Train Accuracy:  0.705, Validation Accuracy:  0.722, Loss:  0.359
Epoch  30 Batch   63/134 - Train Accuracy:  0.720, Validation Accuracy:  0.729, Loss:  0.360
Epoch  30 Batch   64/134 - Train Accuracy:  0.715, Validation Accuracy:  0.720, Loss:  0.363
Epoch  30 Batch   65/134 - Train Accuracy:  0.697, Validation Accuracy:  0.725, Loss:  0.364
Epoch  30 Batch   66/134 - Train Accuracy:  0.724, Validation Accuracy:  0.729, Loss:  0.351
Epoch  30 Batch   67/134 - Train Accuracy:  0.677, Validation Accuracy:  0.717, Loss:  0.388
Epoch  30 Batch   68/134 - Train Accuracy:  0.687, Validation Accuracy:  0.709, Loss:  0.387
Epoch  30 Batch   69/134 - Train Accuracy:  0.697, Validation Accuracy:  0.713, Loss:  0.385
Epoch  30 Batch   70/134 - Train Accuracy:  0.707, Validation Accuracy:  0.724, Loss:  0.363
Epoch  30 Batch   71/134 - Train Accuracy:  0.715, Validation Accuracy:  0.723, Loss:  0.348
Epoch  30 Batch   72/134 - Train Accuracy:  0.703, Validation Accuracy:  0.714, Loss:  0.361
Epoch  30 Batch   73/134 - Train Accuracy:  0.718, Validation Accuracy:  0.725, Loss:  0.358
Epoch  30 Batch   74/134 - Train Accuracy:  0.711, Validation Accuracy:  0.730, Loss:  0.368
Epoch  30 Batch   75/134 - Train Accuracy:  0.724, Validation Accuracy:  0.720, Loss:  0.350
Epoch  30 Batch   76/134 - Train Accuracy:  0.719, Validation Accuracy:  0.726, Loss:  0.355
Epoch  30 Batch   77/134 - Train Accuracy:  0.718, Validation Accuracy:  0.722, Loss:  0.349
Epoch  30 Batch   78/134 - Train Accuracy:  0.710, Validation Accuracy:  0.723, Loss:  0.356
Epoch  30 Batch   79/134 - Train Accuracy:  0.711, Validation Accuracy:  0.728, Loss:  0.355
Epoch  30 Batch   80/134 - Train Accuracy:  0.703, Validation Accuracy:  0.719, Loss:  0.368
Epoch  30 Batch   81/134 - Train Accuracy:  0.716, Validation Accuracy:  0.729, Loss:  0.361
Epoch  30 Batch   82/134 - Train Accuracy:  0.727, Validation Accuracy:  0.732, Loss:  0.338
Epoch  30 Batch   83/134 - Train Accuracy:  0.708, Validation Accuracy:  0.723, Loss:  0.363
Epoch  30 Batch   84/134 - Train Accuracy:  0.708, Validation Accuracy:  0.731, Loss:  0.360
Epoch  30 Batch   85/134 - Train Accuracy:  0.717, Validation Accuracy:  0.726, Loss:  0.365
Epoch  30 Batch   86/134 - Train Accuracy:  0.698, Validation Accuracy:  0.727, Loss:  0.356
Epoch  30 Batch   87/134 - Train Accuracy:  0.711, Validation Accuracy:  0.727, Loss:  0.371
Epoch  30 Batch   88/134 - Train Accuracy:  0.712, Validation Accuracy:  0.719, Loss:  0.346
Epoch  30 Batch   89/134 - Train Accuracy:  0.711, Validation Accuracy:  0.729, Loss:  0.353
Epoch  30 Batch   90/134 - Train Accuracy:  0.720, Validation Accuracy:  0.728, Loss:  0.356
Epoch  30 Batch   91/134 - Train Accuracy:  0.749, Validation Accuracy:  0.724, Loss:  0.311
Epoch  30 Batch   92/134 - Train Accuracy:  0.721, Validation Accuracy:  0.728, Loss:  0.350
Epoch  30 Batch   93/134 - Train Accuracy:  0.717, Validation Accuracy:  0.729, Loss:  0.353
Epoch  30 Batch   94/134 - Train Accuracy:  0.716, Validation Accuracy:  0.722, Loss:  0.346
Epoch  30 Batch   95/134 - Train Accuracy:  0.719, Validation Accuracy:  0.727, Loss:  0.352
Epoch  30 Batch   96/134 - Train Accuracy:  0.724, Validation Accuracy:  0.722, Loss:  0.351
Epoch  30 Batch   97/134 - Train Accuracy:  0.696, Validation Accuracy:  0.726, Loss:  0.352
Epoch  30 Batch   98/134 - Train Accuracy:  0.687, Validation Accuracy:  0.726, Loss:  0.375
Epoch  30 Batch   99/134 - Train Accuracy:  0.707, Validation Accuracy:  0.716, Loss:  0.358
Epoch  30 Batch  100/134 - Train Accuracy:  0.706, Validation Accuracy:  0.725, Loss:  0.357
Epoch  30 Batch  101/134 - Train Accuracy:  0.697, Validation Accuracy:  0.724, Loss:  0.375
Epoch  30 Batch  102/134 - Train Accuracy:  0.707, Validation Accuracy:  0.725, Loss:  0.358
Epoch  30 Batch  103/134 - Train Accuracy:  0.732, Validation Accuracy:  0.729, Loss:  0.341
Epoch  30 Batch  104/134 - Train Accuracy:  0.729, Validation Accuracy:  0.725, Loss:  0.346
Epoch  30 Batch  105/134 - Train Accuracy:  0.710, Validation Accuracy:  0.724, Loss:  0.353
Epoch  30 Batch  106/134 - Train Accuracy:  0.709, Validation Accuracy:  0.730, Loss:  0.356
Epoch  30 Batch  107/134 - Train Accuracy:  0.723, Validation Accuracy:  0.729, Loss:  0.344
Epoch  30 Batch  108/134 - Train Accuracy:  0.699, Validation Accuracy:  0.728, Loss:  0.369
Epoch  30 Batch  109/134 - Train Accuracy:  0.728, Validation Accuracy:  0.730, Loss:  0.336
Epoch  30 Batch  110/134 - Train Accuracy:  0.730, Validation Accuracy:  0.726, Loss:  0.349
Epoch  30 Batch  111/134 - Train Accuracy:  0.706, Validation Accuracy:  0.727, Loss:  0.359
Epoch  30 Batch  112/134 - Train Accuracy:  0.722, Validation Accuracy:  0.726, Loss:  0.346
Epoch  30 Batch  113/134 - Train Accuracy:  0.750, Validation Accuracy:  0.731, Loss:  0.316
Epoch  30 Batch  114/134 - Train Accuracy:  0.705, Validation Accuracy:  0.726, Loss:  0.355
Epoch  30 Batch  115/134 - Train Accuracy:  0.689, Validation Accuracy:  0.719, Loss:  0.378
Epoch  30 Batch  116/134 - Train Accuracy:  0.722, Validation Accuracy:  0.723, Loss:  0.361
Epoch  30 Batch  117/134 - Train Accuracy:  0.716, Validation Accuracy:  0.723, Loss:  0.354
Epoch  30 Batch  118/134 - Train Accuracy:  0.703, Validation Accuracy:  0.730, Loss:  0.355
Epoch  30 Batch  119/134 - Train Accuracy:  0.743, Validation Accuracy:  0.730, Loss:  0.318
Epoch  30 Batch  120/134 - Train Accuracy:  0.706, Validation Accuracy:  0.717, Loss:  0.356
Epoch  30 Batch  121/134 - Train Accuracy:  0.708, Validation Accuracy:  0.712, Loss:  0.361
Epoch  30 Batch  122/134 - Train Accuracy:  0.697, Validation Accuracy:  0.722, Loss:  0.369
Epoch  30 Batch  123/134 - Train Accuracy:  0.717, Validation Accuracy:  0.728, Loss:  0.349
Epoch  30 Batch  124/134 - Train Accuracy:  0.736, Validation Accuracy:  0.734, Loss:  0.328
Epoch  30 Batch  125/134 - Train Accuracy:  0.710, Validation Accuracy:  0.718, Loss:  0.353
Epoch  30 Batch  126/134 - Train Accuracy:  0.701, Validation Accuracy:  0.725, Loss:  0.369
Epoch  30 Batch  127/134 - Train Accuracy:  0.727, Validation Accuracy:  0.723, Loss:  0.345
Epoch  30 Batch  128/134 - Train Accuracy:  0.711, Validation Accuracy:  0.728, Loss:  0.361
Epoch  30 Batch  129/134 - Train Accuracy:  0.705, Validation Accuracy:  0.721, Loss:  0.354
Epoch  30 Batch  130/134 - Train Accuracy:  0.703, Validation Accuracy:  0.719, Loss:  0.361
Epoch  30 Batch  131/134 - Train Accuracy:  0.710, Validation Accuracy:  0.731, Loss:  0.376
Epoch  30 Batch  132/134 - Train Accuracy:  0.712, Validation Accuracy:  0.727, Loss:  0.349
Epoch  31 Batch    0/134 - Train Accuracy:  0.704, Validation Accuracy:  0.721, Loss:  0.352
Epoch  31 Batch    1/134 - Train Accuracy:  0.699, Validation Accuracy:  0.725, Loss:  0.372
Epoch  31 Batch    2/134 - Train Accuracy:  0.705, Validation Accuracy:  0.721, Loss:  0.350
Epoch  31 Batch    3/134 - Train Accuracy:  0.708, Validation Accuracy:  0.723, Loss:  0.352
Epoch  31 Batch    4/134 - Train Accuracy:  0.705, Validation Accuracy:  0.727, Loss:  0.355
Epoch  31 Batch    5/134 - Train Accuracy:  0.707, Validation Accuracy:  0.719, Loss:  0.362
Epoch  31 Batch    6/134 - Train Accuracy:  0.725, Validation Accuracy:  0.726, Loss:  0.337
Epoch  31 Batch    7/134 - Train Accuracy:  0.706, Validation Accuracy:  0.724, Loss:  0.352
Epoch  31 Batch    8/134 - Train Accuracy:  0.725, Validation Accuracy:  0.728, Loss:  0.347
Epoch  31 Batch    9/134 - Train Accuracy:  0.732, Validation Accuracy:  0.730, Loss:  0.331
Epoch  31 Batch   10/134 - Train Accuracy:  0.708, Validation Accuracy:  0.725, Loss:  0.353
Epoch  31 Batch   11/134 - Train Accuracy:  0.710, Validation Accuracy:  0.726, Loss:  0.350
Epoch  31 Batch   12/134 - Train Accuracy:  0.734, Validation Accuracy:  0.730, Loss:  0.332
Epoch  31 Batch   13/134 - Train Accuracy:  0.693, Validation Accuracy:  0.728, Loss:  0.359
Epoch  31 Batch   14/134 - Train Accuracy:  0.712, Validation Accuracy:  0.727, Loss:  0.356
Epoch  31 Batch   15/134 - Train Accuracy:  0.717, Validation Accuracy:  0.728, Loss:  0.346
Epoch  31 Batch   16/134 - Train Accuracy:  0.723, Validation Accuracy:  0.727, Loss:  0.342
Epoch  31 Batch   17/134 - Train Accuracy:  0.716, Validation Accuracy:  0.731, Loss:  0.357
Epoch  31 Batch   18/134 - Train Accuracy:  0.723, Validation Accuracy:  0.728, Loss:  0.347
Epoch  31 Batch   19/134 - Train Accuracy:  0.713, Validation Accuracy:  0.729, Loss:  0.350
Epoch  31 Batch   20/134 - Train Accuracy:  0.731, Validation Accuracy:  0.727, Loss:  0.337
Epoch  31 Batch   21/134 - Train Accuracy:  0.718, Validation Accuracy:  0.723, Loss:  0.345
Epoch  31 Batch   22/134 - Train Accuracy:  0.706, Validation Accuracy:  0.730, Loss:  0.358
Epoch  31 Batch   23/134 - Train Accuracy:  0.738, Validation Accuracy:  0.727, Loss:  0.328
Epoch  31 Batch   24/134 - Train Accuracy:  0.700, Validation Accuracy:  0.729, Loss:  0.359
Epoch  31 Batch   25/134 - Train Accuracy:  0.715, Validation Accuracy:  0.728, Loss:  0.341
Epoch  31 Batch   26/134 - Train Accuracy:  0.713, Validation Accuracy:  0.729, Loss:  0.364
Epoch  31 Batch   27/134 - Train Accuracy:  0.717, Validation Accuracy:  0.726, Loss:  0.347
Epoch  31 Batch   28/134 - Train Accuracy:  0.721, Validation Accuracy:  0.729, Loss:  0.353
Epoch  31 Batch   29/134 - Train Accuracy:  0.733, Validation Accuracy:  0.734, Loss:  0.323
Epoch  31 Batch   30/134 - Train Accuracy:  0.727, Validation Accuracy:  0.734, Loss:  0.330
Epoch  31 Batch   31/134 - Train Accuracy:  0.711, Validation Accuracy:  0.732, Loss:  0.348
Epoch  31 Batch   32/134 - Train Accuracy:  0.722, Validation Accuracy:  0.736, Loss:  0.337
Epoch  31 Batch   33/134 - Train Accuracy:  0.704, Validation Accuracy:  0.727, Loss:  0.361
Epoch  31 Batch   34/134 - Train Accuracy:  0.713, Validation Accuracy:  0.726, Loss:  0.360
Epoch  31 Batch   35/134 - Train Accuracy:  0.727, Validation Accuracy:  0.723, Loss:  0.342
Epoch  31 Batch   36/134 - Train Accuracy:  0.722, Validation Accuracy:  0.726, Loss:  0.344
Epoch  31 Batch   37/134 - Train Accuracy:  0.708, Validation Accuracy:  0.728, Loss:  0.349
Epoch  31 Batch   38/134 - Train Accuracy:  0.725, Validation Accuracy:  0.720, Loss:  0.342
Epoch  31 Batch   39/134 - Train Accuracy:  0.720, Validation Accuracy:  0.727, Loss:  0.350
Epoch  31 Batch   40/134 - Train Accuracy:  0.732, Validation Accuracy:  0.727, Loss:  0.348
Epoch  31 Batch   41/134 - Train Accuracy:  0.716, Validation Accuracy:  0.728, Loss:  0.354
Epoch  31 Batch   42/134 - Train Accuracy:  0.715, Validation Accuracy:  0.729, Loss:  0.343
Epoch  31 Batch   43/134 - Train Accuracy:  0.717, Validation Accuracy:  0.728, Loss:  0.349
Epoch  31 Batch   44/134 - Train Accuracy:  0.712, Validation Accuracy:  0.733, Loss:  0.347
Epoch  31 Batch   45/134 - Train Accuracy:  0.734, Validation Accuracy:  0.732, Loss:  0.338
Epoch  31 Batch   46/134 - Train Accuracy:  0.721, Validation Accuracy:  0.730, Loss:  0.335
Epoch  31 Batch   47/134 - Train Accuracy:  0.707, Validation Accuracy:  0.730, Loss:  0.347
Epoch  31 Batch   48/134 - Train Accuracy:  0.710, Validation Accuracy:  0.732, Loss:  0.342
Epoch  31 Batch   49/134 - Train Accuracy:  0.734, Validation Accuracy:  0.734, Loss:  0.342
Epoch  31 Batch   50/134 - Train Accuracy:  0.709, Validation Accuracy:  0.732, Loss:  0.345
Epoch  31 Batch   51/134 - Train Accuracy:  0.715, Validation Accuracy:  0.734, Loss:  0.341
Epoch  31 Batch   52/134 - Train Accuracy:  0.707, Validation Accuracy:  0.728, Loss:  0.343
Epoch  31 Batch   53/134 - Train Accuracy:  0.717, Validation Accuracy:  0.734, Loss:  0.341
Epoch  31 Batch   54/134 - Train Accuracy:  0.708, Validation Accuracy:  0.730, Loss:  0.347
Epoch  31 Batch   55/134 - Train Accuracy:  0.717, Validation Accuracy:  0.733, Loss:  0.353
Epoch  31 Batch   56/134 - Train Accuracy:  0.725, Validation Accuracy:  0.734, Loss:  0.334
Epoch  31 Batch   57/134 - Train Accuracy:  0.714, Validation Accuracy:  0.731, Loss:  0.345
Epoch  31 Batch   58/134 - Train Accuracy:  0.723, Validation Accuracy:  0.735, Loss:  0.342
Epoch  31 Batch   59/134 - Train Accuracy:  0.714, Validation Accuracy:  0.731, Loss:  0.358
Epoch  31 Batch   60/134 - Train Accuracy:  0.719, Validation Accuracy:  0.732, Loss:  0.341
Epoch  31 Batch   61/134 - Train Accuracy:  0.719, Validation Accuracy:  0.730, Loss:  0.339
Epoch  31 Batch   62/134 - Train Accuracy:  0.715, Validation Accuracy:  0.735, Loss:  0.344
Epoch  31 Batch   63/134 - Train Accuracy:  0.733, Validation Accuracy:  0.738, Loss:  0.341
Epoch  31 Batch   64/134 - Train Accuracy:  0.720, Validation Accuracy:  0.731, Loss:  0.343
Epoch  31 Batch   65/134 - Train Accuracy:  0.705, Validation Accuracy:  0.733, Loss:  0.346
Epoch  31 Batch   66/134 - Train Accuracy:  0.730, Validation Accuracy:  0.733, Loss:  0.334
Epoch  31 Batch   67/134 - Train Accuracy:  0.684, Validation Accuracy:  0.732, Loss:  0.368
Epoch  31 Batch   68/134 - Train Accuracy:  0.705, Validation Accuracy:  0.738, Loss:  0.362
Epoch  31 Batch   69/134 - Train Accuracy:  0.715, Validation Accuracy:  0.731, Loss:  0.349
Epoch  31 Batch   70/134 - Train Accuracy:  0.718, Validation Accuracy:  0.734, Loss:  0.338
Epoch  31 Batch   71/134 - Train Accuracy:  0.720, Validation Accuracy:  0.733, Loss:  0.332
Epoch  31 Batch   72/134 - Train Accuracy:  0.725, Validation Accuracy:  0.737, Loss:  0.340
Epoch  31 Batch   73/134 - Train Accuracy:  0.731, Validation Accuracy:  0.731, Loss:  0.332
Epoch  31 Batch   74/134 - Train Accuracy:  0.712, Validation Accuracy:  0.733, Loss:  0.347
Epoch  31 Batch   75/134 - Train Accuracy:  0.734, Validation Accuracy:  0.740, Loss:  0.334
Epoch  31 Batch   76/134 - Train Accuracy:  0.727, Validation Accuracy:  0.737, Loss:  0.335
Epoch  31 Batch   77/134 - Train Accuracy:  0.721, Validation Accuracy:  0.737, Loss:  0.326
Epoch  31 Batch   78/134 - Train Accuracy:  0.723, Validation Accuracy:  0.735, Loss:  0.340
Epoch  31 Batch   79/134 - Train Accuracy:  0.723, Validation Accuracy:  0.736, Loss:  0.337
Epoch  31 Batch   80/134 - Train Accuracy:  0.721, Validation Accuracy:  0.739, Loss:  0.344
Epoch  31 Batch   81/134 - Train Accuracy:  0.724, Validation Accuracy:  0.734, Loss:  0.339
Epoch  31 Batch   82/134 - Train Accuracy:  0.737, Validation Accuracy:  0.734, Loss:  0.323
Epoch  31 Batch   83/134 - Train Accuracy:  0.720, Validation Accuracy:  0.735, Loss:  0.346
Epoch  31 Batch   84/134 - Train Accuracy:  0.722, Validation Accuracy:  0.741, Loss:  0.341
Epoch  31 Batch   85/134 - Train Accuracy:  0.726, Validation Accuracy:  0.737, Loss:  0.347
Epoch  31 Batch   86/134 - Train Accuracy:  0.709, Validation Accuracy:  0.735, Loss:  0.339
Epoch  31 Batch   87/134 - Train Accuracy:  0.725, Validation Accuracy:  0.737, Loss:  0.353
Epoch  31 Batch   88/134 - Train Accuracy:  0.724, Validation Accuracy:  0.731, Loss:  0.329
Epoch  31 Batch   89/134 - Train Accuracy:  0.721, Validation Accuracy:  0.730, Loss:  0.338
Epoch  31 Batch   90/134 - Train Accuracy:  0.720, Validation Accuracy:  0.729, Loss:  0.343
Epoch  31 Batch   91/134 - Train Accuracy:  0.764, Validation Accuracy:  0.730, Loss:  0.300
Epoch  31 Batch   92/134 - Train Accuracy:  0.724, Validation Accuracy:  0.728, Loss:  0.336
Epoch  31 Batch   93/134 - Train Accuracy:  0.727, Validation Accuracy:  0.735, Loss:  0.340
Epoch  31 Batch   94/134 - Train Accuracy:  0.721, Validation Accuracy:  0.730, Loss:  0.332
Epoch  31 Batch   95/134 - Train Accuracy:  0.720, Validation Accuracy:  0.734, Loss:  0.337
Epoch  31 Batch   96/134 - Train Accuracy:  0.725, Validation Accuracy:  0.734, Loss:  0.333
Epoch  31 Batch   97/134 - Train Accuracy:  0.708, Validation Accuracy:  0.731, Loss:  0.336
Epoch  31 Batch   98/134 - Train Accuracy:  0.695, Validation Accuracy:  0.733, Loss:  0.358
Epoch  31 Batch   99/134 - Train Accuracy:  0.714, Validation Accuracy:  0.727, Loss:  0.343
Epoch  31 Batch  100/134 - Train Accuracy:  0.711, Validation Accuracy:  0.728, Loss:  0.344
Epoch  31 Batch  101/134 - Train Accuracy:  0.701, Validation Accuracy:  0.724, Loss:  0.363
Epoch  31 Batch  102/134 - Train Accuracy:  0.718, Validation Accuracy:  0.728, Loss:  0.350
Epoch  31 Batch  103/134 - Train Accuracy:  0.730, Validation Accuracy:  0.729, Loss:  0.332
Epoch  31 Batch  104/134 - Train Accuracy:  0.737, Validation Accuracy:  0.736, Loss:  0.332
Epoch  31 Batch  105/134 - Train Accuracy:  0.722, Validation Accuracy:  0.735, Loss:  0.337
Epoch  31 Batch  106/134 - Train Accuracy:  0.712, Validation Accuracy:  0.727, Loss:  0.341
Epoch  31 Batch  107/134 - Train Accuracy:  0.734, Validation Accuracy:  0.728, Loss:  0.334
Epoch  31 Batch  108/134 - Train Accuracy:  0.700, Validation Accuracy:  0.725, Loss:  0.357
Epoch  31 Batch  109/134 - Train Accuracy:  0.732, Validation Accuracy:  0.734, Loss:  0.327
Epoch  31 Batch  110/134 - Train Accuracy:  0.738, Validation Accuracy:  0.734, Loss:  0.337
Epoch  31 Batch  111/134 - Train Accuracy:  0.709, Validation Accuracy:  0.735, Loss:  0.343
Epoch  31 Batch  112/134 - Train Accuracy:  0.729, Validation Accuracy:  0.737, Loss:  0.329
Epoch  31 Batch  113/134 - Train Accuracy:  0.752, Validation Accuracy:  0.737, Loss:  0.302
Epoch  31 Batch  114/134 - Train Accuracy:  0.713, Validation Accuracy:  0.737, Loss:  0.341
Epoch  31 Batch  115/134 - Train Accuracy:  0.700, Validation Accuracy:  0.731, Loss:  0.361
Epoch  31 Batch  116/134 - Train Accuracy:  0.735, Validation Accuracy:  0.738, Loss:  0.340
Epoch  31 Batch  117/134 - Train Accuracy:  0.730, Validation Accuracy:  0.740, Loss:  0.330
Epoch  31 Batch  118/134 - Train Accuracy:  0.714, Validation Accuracy:  0.736, Loss:  0.334
Epoch  31 Batch  119/134 - Train Accuracy:  0.756, Validation Accuracy:  0.738, Loss:  0.303
Epoch  31 Batch  120/134 - Train Accuracy:  0.719, Validation Accuracy:  0.728, Loss:  0.340
Epoch  31 Batch  121/134 - Train Accuracy:  0.715, Validation Accuracy:  0.726, Loss:  0.337
Epoch  31 Batch  122/134 - Train Accuracy:  0.705, Validation Accuracy:  0.731, Loss:  0.344
Epoch  31 Batch  123/134 - Train Accuracy:  0.726, Validation Accuracy:  0.741, Loss:  0.332
Epoch  31 Batch  124/134 - Train Accuracy:  0.746, Validation Accuracy:  0.739, Loss:  0.314
Epoch  31 Batch  125/134 - Train Accuracy:  0.722, Validation Accuracy:  0.733, Loss:  0.333
Epoch  31 Batch  126/134 - Train Accuracy:  0.714, Validation Accuracy:  0.736, Loss:  0.346
Epoch  31 Batch  127/134 - Train Accuracy:  0.731, Validation Accuracy:  0.732, Loss:  0.325
Epoch  31 Batch  128/134 - Train Accuracy:  0.716, Validation Accuracy:  0.733, Loss:  0.346
Epoch  31 Batch  129/134 - Train Accuracy:  0.724, Validation Accuracy:  0.735, Loss:  0.338
Epoch  31 Batch  130/134 - Train Accuracy:  0.716, Validation Accuracy:  0.729, Loss:  0.337
Epoch  31 Batch  131/134 - Train Accuracy:  0.712, Validation Accuracy:  0.734, Loss:  0.356
Epoch  31 Batch  132/134 - Train Accuracy:  0.718, Validation Accuracy:  0.727, Loss:  0.337
Epoch  32 Batch    0/134 - Train Accuracy:  0.717, Validation Accuracy:  0.734, Loss:  0.341
Epoch  32 Batch    1/134 - Train Accuracy:  0.716, Validation Accuracy:  0.734, Loss:  0.355
Epoch  32 Batch    2/134 - Train Accuracy:  0.725, Validation Accuracy:  0.735, Loss:  0.328
Epoch  32 Batch    3/134 - Train Accuracy:  0.718, Validation Accuracy:  0.732, Loss:  0.333
Epoch  32 Batch    4/134 - Train Accuracy:  0.709, Validation Accuracy:  0.731, Loss:  0.341
Epoch  32 Batch    5/134 - Train Accuracy:  0.710, Validation Accuracy:  0.733, Loss:  0.347
Epoch  32 Batch    6/134 - Train Accuracy:  0.733, Validation Accuracy:  0.734, Loss:  0.320
Epoch  32 Batch    7/134 - Train Accuracy:  0.715, Validation Accuracy:  0.733, Loss:  0.334
Epoch  32 Batch    8/134 - Train Accuracy:  0.728, Validation Accuracy:  0.730, Loss:  0.329
Epoch  32 Batch    9/134 - Train Accuracy:  0.746, Validation Accuracy:  0.737, Loss:  0.315
Epoch  32 Batch   10/134 - Train Accuracy:  0.719, Validation Accuracy:  0.730, Loss:  0.334
Epoch  32 Batch   11/134 - Train Accuracy:  0.725, Validation Accuracy:  0.735, Loss:  0.333
Epoch  32 Batch   12/134 - Train Accuracy:  0.736, Validation Accuracy:  0.736, Loss:  0.318
Epoch  32 Batch   13/134 - Train Accuracy:  0.706, Validation Accuracy:  0.738, Loss:  0.340
Epoch  32 Batch   14/134 - Train Accuracy:  0.720, Validation Accuracy:  0.732, Loss:  0.337
Epoch  32 Batch   15/134 - Train Accuracy:  0.726, Validation Accuracy:  0.741, Loss:  0.328
Epoch  32 Batch   16/134 - Train Accuracy:  0.728, Validation Accuracy:  0.739, Loss:  0.326
Epoch  32 Batch   17/134 - Train Accuracy:  0.723, Validation Accuracy:  0.738, Loss:  0.341
Epoch  32 Batch   18/134 - Train Accuracy:  0.736, Validation Accuracy:  0.740, Loss:  0.332
Epoch  32 Batch   19/134 - Train Accuracy:  0.719, Validation Accuracy:  0.736, Loss:  0.334
Epoch  32 Batch   20/134 - Train Accuracy:  0.739, Validation Accuracy:  0.735, Loss:  0.321
Epoch  32 Batch   21/134 - Train Accuracy:  0.731, Validation Accuracy:  0.737, Loss:  0.330
Epoch  32 Batch   22/134 - Train Accuracy:  0.717, Validation Accuracy:  0.737, Loss:  0.339
Epoch  32 Batch   23/134 - Train Accuracy:  0.747, Validation Accuracy:  0.738, Loss:  0.312
Epoch  32 Batch   24/134 - Train Accuracy:  0.714, Validation Accuracy:  0.738, Loss:  0.344
Epoch  32 Batch   25/134 - Train Accuracy:  0.725, Validation Accuracy:  0.739, Loss:  0.324
Epoch  32 Batch   26/134 - Train Accuracy:  0.725, Validation Accuracy:  0.741, Loss:  0.347
Epoch  32 Batch   27/134 - Train Accuracy:  0.729, Validation Accuracy:  0.738, Loss:  0.332
Epoch  32 Batch   28/134 - Train Accuracy:  0.728, Validation Accuracy:  0.738, Loss:  0.337
Epoch  32 Batch   29/134 - Train Accuracy:  0.743, Validation Accuracy:  0.740, Loss:  0.309
Epoch  32 Batch   30/134 - Train Accuracy:  0.743, Validation Accuracy:  0.742, Loss:  0.315
Epoch  32 Batch   31/134 - Train Accuracy:  0.719, Validation Accuracy:  0.739, Loss:  0.332
Epoch  32 Batch   32/134 - Train Accuracy:  0.729, Validation Accuracy:  0.740, Loss:  0.322
Epoch  32 Batch   33/134 - Train Accuracy:  0.714, Validation Accuracy:  0.733, Loss:  0.343
Epoch  32 Batch   34/134 - Train Accuracy:  0.720, Validation Accuracy:  0.729, Loss:  0.343
Epoch  32 Batch   35/134 - Train Accuracy:  0.732, Validation Accuracy:  0.728, Loss:  0.331
Epoch  32 Batch   36/134 - Train Accuracy:  0.735, Validation Accuracy:  0.735, Loss:  0.333
Epoch  32 Batch   37/134 - Train Accuracy:  0.713, Validation Accuracy:  0.732, Loss:  0.338
Epoch  32 Batch   38/134 - Train Accuracy:  0.733, Validation Accuracy:  0.735, Loss:  0.327
Epoch  32 Batch   39/134 - Train Accuracy:  0.728, Validation Accuracy:  0.735, Loss:  0.332
Epoch  32 Batch   40/134 - Train Accuracy:  0.736, Validation Accuracy:  0.735, Loss:  0.329
Epoch  32 Batch   41/134 - Train Accuracy:  0.723, Validation Accuracy:  0.736, Loss:  0.340
Epoch  32 Batch   42/134 - Train Accuracy:  0.715, Validation Accuracy:  0.722, Loss:  0.332
Epoch  32 Batch   43/134 - Train Accuracy:  0.708, Validation Accuracy:  0.725, Loss:  0.345
Epoch  32 Batch   44/134 - Train Accuracy:  0.708, Validation Accuracy:  0.723, Loss:  0.350
Epoch  32 Batch   45/134 - Train Accuracy:  0.722, Validation Accuracy:  0.728, Loss:  0.344
Epoch  32 Batch   46/134 - Train Accuracy:  0.721, Validation Accuracy:  0.731, Loss:  0.340
Epoch  32 Batch   47/134 - Train Accuracy:  0.714, Validation Accuracy:  0.739, Loss:  0.336
Epoch  32 Batch   48/134 - Train Accuracy:  0.714, Validation Accuracy:  0.729, Loss:  0.329
Epoch  32 Batch   49/134 - Train Accuracy:  0.728, Validation Accuracy:  0.729, Loss:  0.334
Epoch  32 Batch   50/134 - Train Accuracy:  0.717, Validation Accuracy:  0.741, Loss:  0.336
Epoch  32 Batch   51/134 - Train Accuracy:  0.718, Validation Accuracy:  0.733, Loss:  0.328
Epoch  32 Batch   52/134 - Train Accuracy:  0.703, Validation Accuracy:  0.726, Loss:  0.330
Epoch  32 Batch   53/134 - Train Accuracy:  0.714, Validation Accuracy:  0.729, Loss:  0.334
Epoch  32 Batch   54/134 - Train Accuracy:  0.716, Validation Accuracy:  0.735, Loss:  0.340
Epoch  32 Batch   55/134 - Train Accuracy:  0.723, Validation Accuracy:  0.735, Loss:  0.340
Epoch  32 Batch   56/134 - Train Accuracy:  0.727, Validation Accuracy:  0.737, Loss:  0.323
Epoch  32 Batch   57/134 - Train Accuracy:  0.715, Validation Accuracy:  0.733, Loss:  0.337
Epoch  32 Batch   58/134 - Train Accuracy:  0.729, Validation Accuracy:  0.738, Loss:  0.332
Epoch  32 Batch   59/134 - Train Accuracy:  0.710, Validation Accuracy:  0.738, Loss:  0.343
Epoch  32 Batch   60/134 - Train Accuracy:  0.714, Validation Accuracy:  0.732, Loss:  0.327
Epoch  32 Batch   61/134 - Train Accuracy:  0.720, Validation Accuracy:  0.735, Loss:  0.330
Epoch  32 Batch   62/134 - Train Accuracy:  0.722, Validation Accuracy:  0.737, Loss:  0.333
Epoch  32 Batch   63/134 - Train Accuracy:  0.732, Validation Accuracy:  0.736, Loss:  0.327
Epoch  32 Batch   64/134 - Train Accuracy:  0.722, Validation Accuracy:  0.737, Loss:  0.331
Epoch  32 Batch   65/134 - Train Accuracy:  0.711, Validation Accuracy:  0.738, Loss:  0.334
Epoch  32 Batch   66/134 - Train Accuracy:  0.731, Validation Accuracy:  0.739, Loss:  0.320
Epoch  32 Batch   67/134 - Train Accuracy:  0.686, Validation Accuracy:  0.739, Loss:  0.353
Epoch  32 Batch   68/134 - Train Accuracy:  0.711, Validation Accuracy:  0.736, Loss:  0.349
Epoch  32 Batch   69/134 - Train Accuracy:  0.723, Validation Accuracy:  0.736, Loss:  0.337
Epoch  32 Batch   70/134 - Train Accuracy:  0.723, Validation Accuracy:  0.736, Loss:  0.323
Epoch  32 Batch   71/134 - Train Accuracy:  0.723, Validation Accuracy:  0.735, Loss:  0.319
Epoch  32 Batch   72/134 - Train Accuracy:  0.725, Validation Accuracy:  0.741, Loss:  0.327
Epoch  32 Batch   73/134 - Train Accuracy:  0.738, Validation Accuracy:  0.737, Loss:  0.319
Epoch  32 Batch   74/134 - Train Accuracy:  0.720, Validation Accuracy:  0.740, Loss:  0.334
Epoch  32 Batch   75/134 - Train Accuracy:  0.739, Validation Accuracy:  0.742, Loss:  0.321
Epoch  32 Batch   76/134 - Train Accuracy:  0.731, Validation Accuracy:  0.739, Loss:  0.322
Epoch  32 Batch   77/134 - Train Accuracy:  0.728, Validation Accuracy:  0.742, Loss:  0.312
Epoch  32 Batch   78/134 - Train Accuracy:  0.724, Validation Accuracy:  0.739, Loss:  0.326
Epoch  32 Batch   79/134 - Train Accuracy:  0.727, Validation Accuracy:  0.738, Loss:  0.325
Epoch  32 Batch   80/134 - Train Accuracy:  0.728, Validation Accuracy:  0.741, Loss:  0.330
Epoch  32 Batch   81/134 - Train Accuracy:  0.734, Validation Accuracy:  0.744, Loss:  0.326
Epoch  32 Batch   82/134 - Train Accuracy:  0.746, Validation Accuracy:  0.743, Loss:  0.309
Epoch  32 Batch   83/134 - Train Accuracy:  0.727, Validation Accuracy:  0.743, Loss:  0.331
Epoch  32 Batch   84/134 - Train Accuracy:  0.730, Validation Accuracy:  0.739, Loss:  0.327
Epoch  32 Batch   85/134 - Train Accuracy:  0.729, Validation Accuracy:  0.743, Loss:  0.334
Epoch  32 Batch   86/134 - Train Accuracy:  0.720, Validation Accuracy:  0.743, Loss:  0.326
Epoch  32 Batch   87/134 - Train Accuracy:  0.731, Validation Accuracy:  0.740, Loss:  0.338
Epoch  32 Batch   88/134 - Train Accuracy:  0.731, Validation Accuracy:  0.745, Loss:  0.314
Epoch  32 Batch   89/134 - Train Accuracy:  0.725, Validation Accuracy:  0.743, Loss:  0.322
Epoch  32 Batch   90/134 - Train Accuracy:  0.729, Validation Accuracy:  0.743, Loss:  0.326
Epoch  32 Batch   91/134 - Train Accuracy:  0.772, Validation Accuracy:  0.740, Loss:  0.283
Epoch  32 Batch   92/134 - Train Accuracy:  0.738, Validation Accuracy:  0.742, Loss:  0.319
Epoch  32 Batch   93/134 - Train Accuracy:  0.733, Validation Accuracy:  0.743, Loss:  0.324
Epoch  32 Batch   94/134 - Train Accuracy:  0.730, Validation Accuracy:  0.744, Loss:  0.317
Epoch  32 Batch   95/134 - Train Accuracy:  0.730, Validation Accuracy:  0.741, Loss:  0.322
Epoch  32 Batch   96/134 - Train Accuracy:  0.732, Validation Accuracy:  0.742, Loss:  0.320
Epoch  32 Batch   97/134 - Train Accuracy:  0.717, Validation Accuracy:  0.745, Loss:  0.322
Epoch  32 Batch   98/134 - Train Accuracy:  0.709, Validation Accuracy:  0.740, Loss:  0.343
Epoch  32 Batch   99/134 - Train Accuracy:  0.727, Validation Accuracy:  0.738, Loss:  0.328
Epoch  32 Batch  100/134 - Train Accuracy:  0.723, Validation Accuracy:  0.739, Loss:  0.326
Epoch  32 Batch  101/134 - Train Accuracy:  0.713, Validation Accuracy:  0.741, Loss:  0.342
Epoch  32 Batch  102/134 - Train Accuracy:  0.721, Validation Accuracy:  0.738, Loss:  0.329
Epoch  32 Batch  103/134 - Train Accuracy:  0.748, Validation Accuracy:  0.740, Loss:  0.312
Epoch  32 Batch  104/134 - Train Accuracy:  0.744, Validation Accuracy:  0.742, Loss:  0.316
Epoch  32 Batch  105/134 - Train Accuracy:  0.733, Validation Accuracy:  0.741, Loss:  0.323
Epoch  32 Batch  106/134 - Train Accuracy:  0.725, Validation Accuracy:  0.742, Loss:  0.325
Epoch  32 Batch  107/134 - Train Accuracy:  0.745, Validation Accuracy:  0.740, Loss:  0.316
Epoch  32 Batch  108/134 - Train Accuracy:  0.712, Validation Accuracy:  0.742, Loss:  0.337
Epoch  32 Batch  109/134 - Train Accuracy:  0.738, Validation Accuracy:  0.743, Loss:  0.308
Epoch  32 Batch  110/134 - Train Accuracy:  0.746, Validation Accuracy:  0.743, Loss:  0.320
Epoch  32 Batch  111/134 - Train Accuracy:  0.721, Validation Accuracy:  0.743, Loss:  0.327
Epoch  32 Batch  112/134 - Train Accuracy:  0.738, Validation Accuracy:  0.740, Loss:  0.316
Epoch  32 Batch  113/134 - Train Accuracy:  0.763, Validation Accuracy:  0.744, Loss:  0.290
Epoch  32 Batch  114/134 - Train Accuracy:  0.720, Validation Accuracy:  0.739, Loss:  0.325
Epoch  32 Batch  115/134 - Train Accuracy:  0.702, Validation Accuracy:  0.734, Loss:  0.347
Epoch  32 Batch  116/134 - Train Accuracy:  0.736, Validation Accuracy:  0.735, Loss:  0.330
Epoch  32 Batch  117/134 - Train Accuracy:  0.733, Validation Accuracy:  0.732, Loss:  0.323
Epoch  32 Batch  118/134 - Train Accuracy:  0.713, Validation Accuracy:  0.731, Loss:  0.330
Epoch  32 Batch  119/134 - Train Accuracy:  0.764, Validation Accuracy:  0.745, Loss:  0.296
Epoch  32 Batch  120/134 - Train Accuracy:  0.726, Validation Accuracy:  0.736, Loss:  0.324
Epoch  32 Batch  121/134 - Train Accuracy:  0.714, Validation Accuracy:  0.729, Loss:  0.324
Epoch  32 Batch  122/134 - Train Accuracy:  0.700, Validation Accuracy:  0.724, Loss:  0.343
Epoch  32 Batch  123/134 - Train Accuracy:  0.721, Validation Accuracy:  0.731, Loss:  0.338
Epoch  32 Batch  124/134 - Train Accuracy:  0.750, Validation Accuracy:  0.741, Loss:  0.315
Epoch  32 Batch  125/134 - Train Accuracy:  0.724, Validation Accuracy:  0.737, Loss:  0.321
Epoch  32 Batch  126/134 - Train Accuracy:  0.712, Validation Accuracy:  0.732, Loss:  0.334
Epoch  32 Batch  127/134 - Train Accuracy:  0.732, Validation Accuracy:  0.731, Loss:  0.320
Epoch  32 Batch  128/134 - Train Accuracy:  0.724, Validation Accuracy:  0.737, Loss:  0.337
Epoch  32 Batch  129/134 - Train Accuracy:  0.725, Validation Accuracy:  0.732, Loss:  0.325
Epoch  32 Batch  130/134 - Train Accuracy:  0.719, Validation Accuracy:  0.732, Loss:  0.330
Epoch  32 Batch  131/134 - Train Accuracy:  0.720, Validation Accuracy:  0.737, Loss:  0.347
Epoch  32 Batch  132/134 - Train Accuracy:  0.727, Validation Accuracy:  0.739, Loss:  0.324
Epoch  33 Batch    0/134 - Train Accuracy:  0.716, Validation Accuracy:  0.734, Loss:  0.325
Epoch  33 Batch    1/134 - Train Accuracy:  0.715, Validation Accuracy:  0.738, Loss:  0.343
Epoch  33 Batch    2/134 - Train Accuracy:  0.731, Validation Accuracy:  0.739, Loss:  0.319
Epoch  33 Batch    3/134 - Train Accuracy:  0.722, Validation Accuracy:  0.737, Loss:  0.321
Epoch  33 Batch    4/134 - Train Accuracy:  0.722, Validation Accuracy:  0.736, Loss:  0.328
Epoch  33 Batch    5/134 - Train Accuracy:  0.723, Validation Accuracy:  0.738, Loss:  0.332
Epoch  33 Batch    6/134 - Train Accuracy:  0.737, Validation Accuracy:  0.739, Loss:  0.304
Epoch  33 Batch    7/134 - Train Accuracy:  0.721, Validation Accuracy:  0.733, Loss:  0.320
Epoch  33 Batch    8/134 - Train Accuracy:  0.737, Validation Accuracy:  0.736, Loss:  0.320
Epoch  33 Batch    9/134 - Train Accuracy:  0.755, Validation Accuracy:  0.740, Loss:  0.304
Epoch  33 Batch   10/134 - Train Accuracy:  0.724, Validation Accuracy:  0.735, Loss:  0.321
Epoch  33 Batch   11/134 - Train Accuracy:  0.730, Validation Accuracy:  0.739, Loss:  0.322
Epoch  33 Batch   12/134 - Train Accuracy:  0.743, Validation Accuracy:  0.744, Loss:  0.307
Epoch  33 Batch   13/134 - Train Accuracy:  0.709, Validation Accuracy:  0.736, Loss:  0.328
Epoch  33 Batch   14/134 - Train Accuracy:  0.728, Validation Accuracy:  0.740, Loss:  0.328
Epoch  33 Batch   15/134 - Train Accuracy:  0.726, Validation Accuracy:  0.743, Loss:  0.315
Epoch  33 Batch   16/134 - Train Accuracy:  0.735, Validation Accuracy:  0.742, Loss:  0.314
Epoch  33 Batch   17/134 - Train Accuracy:  0.723, Validation Accuracy:  0.740, Loss:  0.331
Epoch  33 Batch   18/134 - Train Accuracy:  0.740, Validation Accuracy:  0.741, Loss:  0.320
Epoch  33 Batch   19/134 - Train Accuracy:  0.723, Validation Accuracy:  0.741, Loss:  0.322
Epoch  33 Batch   20/134 - Train Accuracy:  0.744, Validation Accuracy:  0.737, Loss:  0.311
Epoch  33 Batch   21/134 - Train Accuracy:  0.736, Validation Accuracy:  0.744, Loss:  0.318
Epoch  33 Batch   22/134 - Train Accuracy:  0.723, Validation Accuracy:  0.740, Loss:  0.328
Epoch  33 Batch   23/134 - Train Accuracy:  0.752, Validation Accuracy:  0.742, Loss:  0.302
Epoch  33 Batch   24/134 - Train Accuracy:  0.718, Validation Accuracy:  0.743, Loss:  0.329
Epoch  33 Batch   25/134 - Train Accuracy:  0.728, Validation Accuracy:  0.743, Loss:  0.314
Epoch  33 Batch   26/134 - Train Accuracy:  0.731, Validation Accuracy:  0.742, Loss:  0.334
Epoch  33 Batch   27/134 - Train Accuracy:  0.734, Validation Accuracy:  0.744, Loss:  0.319
Epoch  33 Batch   28/134 - Train Accuracy:  0.738, Validation Accuracy:  0.747, Loss:  0.325
Epoch  33 Batch   29/134 - Train Accuracy:  0.749, Validation Accuracy:  0.746, Loss:  0.296
Epoch  33 Batch   30/134 - Train Accuracy:  0.744, Validation Accuracy:  0.744, Loss:  0.303
Epoch  33 Batch   31/134 - Train Accuracy:  0.726, Validation Accuracy:  0.746, Loss:  0.321
Epoch  33 Batch   32/134 - Train Accuracy:  0.736, Validation Accuracy:  0.746, Loss:  0.309
Epoch  33 Batch   33/134 - Train Accuracy:  0.718, Validation Accuracy:  0.744, Loss:  0.330
Epoch  33 Batch   34/134 - Train Accuracy:  0.729, Validation Accuracy:  0.742, Loss:  0.329
Epoch  33 Batch   35/134 - Train Accuracy:  0.745, Validation Accuracy:  0.744, Loss:  0.313
Epoch  33 Batch   36/134 - Train Accuracy:  0.737, Validation Accuracy:  0.745, Loss:  0.315
Epoch  33 Batch   37/134 - Train Accuracy:  0.716, Validation Accuracy:  0.741, Loss:  0.321
Epoch  33 Batch   38/134 - Train Accuracy:  0.738, Validation Accuracy:  0.741, Loss:  0.311
Epoch  33 Batch   39/134 - Train Accuracy:  0.735, Validation Accuracy:  0.743, Loss:  0.317
Epoch  33 Batch   40/134 - Train Accuracy:  0.744, Validation Accuracy:  0.744, Loss:  0.316
Epoch  33 Batch   41/134 - Train Accuracy:  0.730, Validation Accuracy:  0.743, Loss:  0.326
Epoch  33 Batch   42/134 - Train Accuracy:  0.729, Validation Accuracy:  0.745, Loss:  0.315
Epoch  33 Batch   43/134 - Train Accuracy:  0.725, Validation Accuracy:  0.743, Loss:  0.320
Epoch  33 Batch   44/134 - Train Accuracy:  0.725, Validation Accuracy:  0.746, Loss:  0.319
Epoch  33 Batch   45/134 - Train Accuracy:  0.748, Validation Accuracy:  0.747, Loss:  0.310
Epoch  33 Batch   46/134 - Train Accuracy:  0.739, Validation Accuracy:  0.747, Loss:  0.309
Epoch  33 Batch   47/134 - Train Accuracy:  0.722, Validation Accuracy:  0.743, Loss:  0.320
Epoch  33 Batch   48/134 - Train Accuracy:  0.728, Validation Accuracy:  0.745, Loss:  0.315
Epoch  33 Batch   49/134 - Train Accuracy:  0.748, Validation Accuracy:  0.746, Loss:  0.314
Epoch  33 Batch   50/134 - Train Accuracy:  0.725, Validation Accuracy:  0.745, Loss:  0.317
Epoch  33 Batch   51/134 - Train Accuracy:  0.728, Validation Accuracy:  0.743, Loss:  0.315
Epoch  33 Batch   52/134 - Train Accuracy:  0.724, Validation Accuracy:  0.742, Loss:  0.316
Epoch  33 Batch   53/134 - Train Accuracy:  0.732, Validation Accuracy:  0.742, Loss:  0.313
Epoch  33 Batch   54/134 - Train Accuracy:  0.722, Validation Accuracy:  0.745, Loss:  0.319
Epoch  33 Batch   55/134 - Train Accuracy:  0.734, Validation Accuracy:  0.745, Loss:  0.325
Epoch  33 Batch   56/134 - Train Accuracy:  0.737, Validation Accuracy:  0.745, Loss:  0.308
Epoch  33 Batch   57/134 - Train Accuracy:  0.733, Validation Accuracy:  0.744, Loss:  0.318
Epoch  33 Batch   58/134 - Train Accuracy:  0.740, Validation Accuracy:  0.746, Loss:  0.313
Epoch  33 Batch   59/134 - Train Accuracy:  0.720, Validation Accuracy:  0.751, Loss:  0.327
Epoch  33 Batch   60/134 - Train Accuracy:  0.729, Validation Accuracy:  0.744, Loss:  0.311
Epoch  33 Batch   61/134 - Train Accuracy:  0.732, Validation Accuracy:  0.744, Loss:  0.311
Epoch  33 Batch   62/134 - Train Accuracy:  0.722, Validation Accuracy:  0.745, Loss:  0.317
Epoch  33 Batch   63/134 - Train Accuracy:  0.742, Validation Accuracy:  0.744, Loss:  0.314
Epoch  33 Batch   64/134 - Train Accuracy:  0.731, Validation Accuracy:  0.743, Loss:  0.315
Epoch  33 Batch   65/134 - Train Accuracy:  0.718, Validation Accuracy:  0.742, Loss:  0.318
Epoch  33 Batch   66/134 - Train Accuracy:  0.742, Validation Accuracy:  0.744, Loss:  0.307
Epoch  33 Batch   67/134 - Train Accuracy:  0.692, Validation Accuracy:  0.739, Loss:  0.340
Epoch  33 Batch   68/134 - Train Accuracy:  0.718, Validation Accuracy:  0.737, Loss:  0.336
Epoch  33 Batch   69/134 - Train Accuracy:  0.729, Validation Accuracy:  0.735, Loss:  0.326
Epoch  33 Batch   70/134 - Train Accuracy:  0.731, Validation Accuracy:  0.747, Loss:  0.314
Epoch  33 Batch   71/134 - Train Accuracy:  0.730, Validation Accuracy:  0.744, Loss:  0.305
Epoch  33 Batch   72/134 - Train Accuracy:  0.736, Validation Accuracy:  0.740, Loss:  0.313
Epoch  33 Batch   73/134 - Train Accuracy:  0.742, Validation Accuracy:  0.741, Loss:  0.307
Epoch  33 Batch   74/134 - Train Accuracy:  0.729, Validation Accuracy:  0.746, Loss:  0.322
Epoch  33 Batch   75/134 - Train Accuracy:  0.747, Validation Accuracy:  0.750, Loss:  0.309
Epoch  33 Batch   76/134 - Train Accuracy:  0.744, Validation Accuracy:  0.748, Loss:  0.309
Epoch  33 Batch   77/134 - Train Accuracy:  0.734, Validation Accuracy:  0.745, Loss:  0.300
Epoch  33 Batch   78/134 - Train Accuracy:  0.734, Validation Accuracy:  0.750, Loss:  0.315
Epoch  33 Batch   79/134 - Train Accuracy:  0.732, Validation Accuracy:  0.747, Loss:  0.311
Epoch  33 Batch   80/134 - Train Accuracy:  0.732, Validation Accuracy:  0.747, Loss:  0.317
Epoch  33 Batch   81/134 - Train Accuracy:  0.737, Validation Accuracy:  0.743, Loss:  0.313
Epoch  33 Batch   82/134 - Train Accuracy:  0.754, Validation Accuracy:  0.744, Loss:  0.297
Epoch  33 Batch   83/134 - Train Accuracy:  0.735, Validation Accuracy:  0.748, Loss:  0.317
Epoch  33 Batch   84/134 - Train Accuracy:  0.731, Validation Accuracy:  0.748, Loss:  0.315
Epoch  33 Batch   85/134 - Train Accuracy:  0.736, Validation Accuracy:  0.749, Loss:  0.321
Epoch  33 Batch   86/134 - Train Accuracy:  0.725, Validation Accuracy:  0.747, Loss:  0.312
Epoch  33 Batch   87/134 - Train Accuracy:  0.739, Validation Accuracy:  0.746, Loss:  0.326
Epoch  33 Batch   88/134 - Train Accuracy:  0.740, Validation Accuracy:  0.746, Loss:  0.302
Epoch  33 Batch   89/134 - Train Accuracy:  0.733, Validation Accuracy:  0.746, Loss:  0.310
Epoch  33 Batch   90/134 - Train Accuracy:  0.734, Validation Accuracy:  0.746, Loss:  0.313
Epoch  33 Batch   91/134 - Train Accuracy:  0.774, Validation Accuracy:  0.747, Loss:  0.272
Epoch  33 Batch   92/134 - Train Accuracy:  0.740, Validation Accuracy:  0.750, Loss:  0.306
Epoch  33 Batch   93/134 - Train Accuracy:  0.743, Validation Accuracy:  0.749, Loss:  0.311
Epoch  33 Batch   94/134 - Train Accuracy:  0.739, Validation Accuracy:  0.748, Loss:  0.304
Epoch  33 Batch   95/134 - Train Accuracy:  0.738, Validation Accuracy:  0.749, Loss:  0.309
Epoch  33 Batch   96/134 - Train Accuracy:  0.741, Validation Accuracy:  0.745, Loss:  0.307
Epoch  33 Batch   97/134 - Train Accuracy:  0.720, Validation Accuracy:  0.749, Loss:  0.310
Epoch  33 Batch   98/134 - Train Accuracy:  0.714, Validation Accuracy:  0.749, Loss:  0.330
Epoch  33 Batch   99/134 - Train Accuracy:  0.738, Validation Accuracy:  0.746, Loss:  0.315
Epoch  33 Batch  100/134 - Train Accuracy:  0.726, Validation Accuracy:  0.744, Loss:  0.313
Epoch  33 Batch  101/134 - Train Accuracy:  0.717, Validation Accuracy:  0.745, Loss:  0.329
Epoch  33 Batch  102/134 - Train Accuracy:  0.727, Validation Accuracy:  0.748, Loss:  0.317
Epoch  33 Batch  103/134 - Train Accuracy:  0.754, Validation Accuracy:  0.748, Loss:  0.299
Epoch  33 Batch  104/134 - Train Accuracy:  0.751, Validation Accuracy:  0.747, Loss:  0.303
Epoch  33 Batch  105/134 - Train Accuracy:  0.734, Validation Accuracy:  0.748, Loss:  0.310
Epoch  33 Batch  106/134 - Train Accuracy:  0.737, Validation Accuracy:  0.747, Loss:  0.313
Epoch  33 Batch  107/134 - Train Accuracy:  0.745, Validation Accuracy:  0.749, Loss:  0.306
Epoch  33 Batch  108/134 - Train Accuracy:  0.717, Validation Accuracy:  0.741, Loss:  0.325
Epoch  33 Batch  109/134 - Train Accuracy:  0.749, Validation Accuracy:  0.747, Loss:  0.298
Epoch  33 Batch  110/134 - Train Accuracy:  0.754, Validation Accuracy:  0.749, Loss:  0.309
Epoch  33 Batch  111/134 - Train Accuracy:  0.730, Validation Accuracy:  0.749, Loss:  0.315
Epoch  33 Batch  112/134 - Train Accuracy:  0.745, Validation Accuracy:  0.750, Loss:  0.303
Epoch  33 Batch  113/134 - Train Accuracy:  0.766, Validation Accuracy:  0.750, Loss:  0.279
Epoch  33 Batch  114/134 - Train Accuracy:  0.727, Validation Accuracy:  0.746, Loss:  0.313
Epoch  33 Batch  115/134 - Train Accuracy:  0.714, Validation Accuracy:  0.744, Loss:  0.334
Epoch  33 Batch  116/134 - Train Accuracy:  0.747, Validation Accuracy:  0.747, Loss:  0.316
Epoch  33 Batch  117/134 - Train Accuracy:  0.742, Validation Accuracy:  0.741, Loss:  0.305
Epoch  33 Batch  118/134 - Train Accuracy:  0.726, Validation Accuracy:  0.743, Loss:  0.310
Epoch  33 Batch  119/134 - Train Accuracy:  0.768, Validation Accuracy:  0.750, Loss:  0.279
Epoch  33 Batch  120/134 - Train Accuracy:  0.732, Validation Accuracy:  0.742, Loss:  0.312
Epoch  33 Batch  121/134 - Train Accuracy:  0.724, Validation Accuracy:  0.737, Loss:  0.310
Epoch  33 Batch  122/134 - Train Accuracy:  0.712, Validation Accuracy:  0.735, Loss:  0.321
Epoch  33 Batch  123/134 - Train Accuracy:  0.721, Validation Accuracy:  0.737, Loss:  0.317
Epoch  33 Batch  124/134 - Train Accuracy:  0.742, Validation Accuracy:  0.728, Loss:  0.314
Epoch  33 Batch  125/134 - Train Accuracy:  0.725, Validation Accuracy:  0.729, Loss:  0.335
Epoch  33 Batch  126/134 - Train Accuracy:  0.716, Validation Accuracy:  0.732, Loss:  0.348
Epoch  33 Batch  127/134 - Train Accuracy:  0.742, Validation Accuracy:  0.747, Loss:  0.308
Epoch  33 Batch  128/134 - Train Accuracy:  0.728, Validation Accuracy:  0.735, Loss:  0.318
Epoch  33 Batch  129/134 - Train Accuracy:  0.727, Validation Accuracy:  0.733, Loss:  0.320
Epoch  33 Batch  130/134 - Train Accuracy:  0.728, Validation Accuracy:  0.744, Loss:  0.321
Epoch  33 Batch  131/134 - Train Accuracy:  0.731, Validation Accuracy:  0.742, Loss:  0.329
Epoch  33 Batch  132/134 - Train Accuracy:  0.733, Validation Accuracy:  0.736, Loss:  0.308
Epoch  34 Batch    0/134 - Train Accuracy:  0.728, Validation Accuracy:  0.743, Loss:  0.314
Epoch  34 Batch    1/134 - Train Accuracy:  0.726, Validation Accuracy:  0.746, Loss:  0.328
Epoch  34 Batch    2/134 - Train Accuracy:  0.729, Validation Accuracy:  0.739, Loss:  0.304
Epoch  34 Batch    3/134 - Train Accuracy:  0.733, Validation Accuracy:  0.741, Loss:  0.311
Epoch  34 Batch    4/134 - Train Accuracy:  0.731, Validation Accuracy:  0.742, Loss:  0.316
Epoch  34 Batch    5/134 - Train Accuracy:  0.727, Validation Accuracy:  0.744, Loss:  0.318
Epoch  34 Batch    6/134 - Train Accuracy:  0.745, Validation Accuracy:  0.745, Loss:  0.294
Epoch  34 Batch    7/134 - Train Accuracy:  0.725, Validation Accuracy:  0.734, Loss:  0.306
Epoch  34 Batch    8/134 - Train Accuracy:  0.741, Validation Accuracy:  0.744, Loss:  0.308
Epoch  34 Batch    9/134 - Train Accuracy:  0.754, Validation Accuracy:  0.746, Loss:  0.293
Epoch  34 Batch   10/134 - Train Accuracy:  0.730, Validation Accuracy:  0.738, Loss:  0.310
Epoch  34 Batch   11/134 - Train Accuracy:  0.739, Validation Accuracy:  0.744, Loss:  0.310
Epoch  34 Batch   12/134 - Train Accuracy:  0.747, Validation Accuracy:  0.741, Loss:  0.294
Epoch  34 Batch   13/134 - Train Accuracy:  0.712, Validation Accuracy:  0.739, Loss:  0.318
Epoch  34 Batch   14/134 - Train Accuracy:  0.734, Validation Accuracy:  0.748, Loss:  0.317
Epoch  34 Batch   15/134 - Train Accuracy:  0.726, Validation Accuracy:  0.741, Loss:  0.302
Epoch  34 Batch   16/134 - Train Accuracy:  0.740, Validation Accuracy:  0.742, Loss:  0.305
Epoch  34 Batch   17/134 - Train Accuracy:  0.733, Validation Accuracy:  0.752, Loss:  0.319
Epoch  34 Batch   18/134 - Train Accuracy:  0.738, Validation Accuracy:  0.743, Loss:  0.306
Epoch  34 Batch   19/134 - Train Accuracy:  0.728, Validation Accuracy:  0.745, Loss:  0.314
Epoch  34 Batch   20/134 - Train Accuracy:  0.752, Validation Accuracy:  0.752, Loss:  0.299
Epoch  34 Batch   21/134 - Train Accuracy:  0.738, Validation Accuracy:  0.741, Loss:  0.304
Epoch  34 Batch   22/134 - Train Accuracy:  0.731, Validation Accuracy:  0.742, Loss:  0.318
Epoch  34 Batch   23/134 - Train Accuracy:  0.761, Validation Accuracy:  0.752, Loss:  0.290
Epoch  34 Batch   24/134 - Train Accuracy:  0.723, Validation Accuracy:  0.745, Loss:  0.316
Epoch  34 Batch   25/134 - Train Accuracy:  0.732, Validation Accuracy:  0.748, Loss:  0.303
Epoch  34 Batch   26/134 - Train Accuracy:  0.738, Validation Accuracy:  0.749, Loss:  0.321
Epoch  34 Batch   27/134 - Train Accuracy:  0.732, Validation Accuracy:  0.746, Loss:  0.307
Epoch  34 Batch   28/134 - Train Accuracy:  0.742, Validation Accuracy:  0.752, Loss:  0.314
Epoch  34 Batch   29/134 - Train Accuracy:  0.754, Validation Accuracy:  0.749, Loss:  0.285
Epoch  34 Batch   30/134 - Train Accuracy:  0.756, Validation Accuracy:  0.750, Loss:  0.292
Epoch  34 Batch   31/134 - Train Accuracy:  0.732, Validation Accuracy:  0.750, Loss:  0.307
Epoch  34 Batch   32/134 - Train Accuracy:  0.743, Validation Accuracy:  0.746, Loss:  0.298
Epoch  34 Batch   33/134 - Train Accuracy:  0.725, Validation Accuracy:  0.748, Loss:  0.320
Epoch  34 Batch   34/134 - Train Accuracy:  0.735, Validation Accuracy:  0.748, Loss:  0.316
Epoch  34 Batch   35/134 - Train Accuracy:  0.750, Validation Accuracy:  0.750, Loss:  0.302
Epoch  34 Batch   36/134 - Train Accuracy:  0.743, Validation Accuracy:  0.749, Loss:  0.302
Epoch  34 Batch   37/134 - Train Accuracy:  0.719, Validation Accuracy:  0.746, Loss:  0.310
Epoch  34 Batch   38/134 - Train Accuracy:  0.746, Validation Accuracy:  0.748, Loss:  0.300
Epoch  34 Batch   39/134 - Train Accuracy:  0.744, Validation Accuracy:  0.748, Loss:  0.305
Epoch  34 Batch   40/134 - Train Accuracy:  0.745, Validation Accuracy:  0.749, Loss:  0.305
Epoch  34 Batch   41/134 - Train Accuracy:  0.740, Validation Accuracy:  0.750, Loss:  0.316
Epoch  34 Batch   42/134 - Train Accuracy:  0.737, Validation Accuracy:  0.751, Loss:  0.302
Epoch  34 Batch   43/134 - Train Accuracy:  0.732, Validation Accuracy:  0.748, Loss:  0.308
Epoch  34 Batch   44/134 - Train Accuracy:  0.729, Validation Accuracy:  0.746, Loss:  0.306
Epoch  34 Batch   45/134 - Train Accuracy:  0.755, Validation Accuracy:  0.751, Loss:  0.298
Epoch  34 Batch   46/134 - Train Accuracy:  0.743, Validation Accuracy:  0.752, Loss:  0.298
Epoch  34 Batch   47/134 - Train Accuracy:  0.729, Validation Accuracy:  0.749, Loss:  0.308
Epoch  34 Batch   48/134 - Train Accuracy:  0.734, Validation Accuracy:  0.751, Loss:  0.303
Epoch  34 Batch   49/134 - Train Accuracy:  0.755, Validation Accuracy:  0.750, Loss:  0.302
Epoch  34 Batch   50/134 - Train Accuracy:  0.732, Validation Accuracy:  0.746, Loss:  0.305
Epoch  34 Batch   51/134 - Train Accuracy:  0.734, Validation Accuracy:  0.750, Loss:  0.302
Epoch  34 Batch   52/134 - Train Accuracy:  0.737, Validation Accuracy:  0.750, Loss:  0.303
Epoch  34 Batch   53/134 - Train Accuracy:  0.736, Validation Accuracy:  0.752, Loss:  0.300
Epoch  34 Batch   54/134 - Train Accuracy:  0.730, Validation Accuracy:  0.750, Loss:  0.306
Epoch  34 Batch   55/134 - Train Accuracy:  0.740, Validation Accuracy:  0.746, Loss:  0.313
Epoch  34 Batch   56/134 - Train Accuracy:  0.739, Validation Accuracy:  0.750, Loss:  0.296
Epoch  34 Batch   57/134 - Train Accuracy:  0.741, Validation Accuracy:  0.751, Loss:  0.306
Epoch  34 Batch   58/134 - Train Accuracy:  0.745, Validation Accuracy:  0.749, Loss:  0.300
Epoch  34 Batch   59/134 - Train Accuracy:  0.723, Validation Accuracy:  0.751, Loss:  0.314
Epoch  34 Batch   60/134 - Train Accuracy:  0.738, Validation Accuracy:  0.750, Loss:  0.299
Epoch  34 Batch   61/134 - Train Accuracy:  0.737, Validation Accuracy:  0.750, Loss:  0.299
Epoch  34 Batch   62/134 - Train Accuracy:  0.729, Validation Accuracy:  0.748, Loss:  0.304
Epoch  34 Batch   63/134 - Train Accuracy:  0.749, Validation Accuracy:  0.748, Loss:  0.301
Epoch  34 Batch   64/134 - Train Accuracy:  0.743, Validation Accuracy:  0.748, Loss:  0.303
Epoch  34 Batch   65/134 - Train Accuracy:  0.726, Validation Accuracy:  0.747, Loss:  0.305
Epoch  34 Batch   66/134 - Train Accuracy:  0.749, Validation Accuracy:  0.748, Loss:  0.294
Epoch  34 Batch   67/134 - Train Accuracy:  0.700, Validation Accuracy:  0.750, Loss:  0.327
Epoch  34 Batch   68/134 - Train Accuracy:  0.733, Validation Accuracy:  0.748, Loss:  0.321
Epoch  34 Batch   69/134 - Train Accuracy:  0.742, Validation Accuracy:  0.747, Loss:  0.310
Epoch  34 Batch   70/134 - Train Accuracy:  0.735, Validation Accuracy:  0.749, Loss:  0.298
Epoch  34 Batch   71/134 - Train Accuracy:  0.736, Validation Accuracy:  0.750, Loss:  0.293
Epoch  34 Batch   72/134 - Train Accuracy:  0.742, Validation Accuracy:  0.752, Loss:  0.301
Epoch  34 Batch   73/134 - Train Accuracy:  0.746, Validation Accuracy:  0.750, Loss:  0.294
Epoch  34 Batch   74/134 - Train Accuracy:  0.736, Validation Accuracy:  0.754, Loss:  0.309
Epoch  34 Batch   75/134 - Train Accuracy:  0.752, Validation Accuracy:  0.752, Loss:  0.298
Epoch  34 Batch   76/134 - Train Accuracy:  0.750, Validation Accuracy:  0.753, Loss:  0.297
Epoch  34 Batch   77/134 - Train Accuracy:  0.745, Validation Accuracy:  0.754, Loss:  0.288
Epoch  34 Batch   78/134 - Train Accuracy:  0.737, Validation Accuracy:  0.750, Loss:  0.303
Epoch  34 Batch   79/134 - Train Accuracy:  0.740, Validation Accuracy:  0.751, Loss:  0.300
Epoch  34 Batch   80/134 - Train Accuracy:  0.738, Validation Accuracy:  0.750, Loss:  0.306
Epoch  34 Batch   81/134 - Train Accuracy:  0.743, Validation Accuracy:  0.746, Loss:  0.301
Epoch  34 Batch   82/134 - Train Accuracy:  0.754, Validation Accuracy:  0.747, Loss:  0.286
Epoch  34 Batch   83/134 - Train Accuracy:  0.741, Validation Accuracy:  0.752, Loss:  0.306
Epoch  34 Batch   84/134 - Train Accuracy:  0.743, Validation Accuracy:  0.755, Loss:  0.303
Epoch  34 Batch   85/134 - Train Accuracy:  0.744, Validation Accuracy:  0.753, Loss:  0.309
Epoch  34 Batch   86/134 - Train Accuracy:  0.738, Validation Accuracy:  0.746, Loss:  0.301
Epoch  34 Batch   87/134 - Train Accuracy:  0.738, Validation Accuracy:  0.747, Loss:  0.315
Epoch  34 Batch   88/134 - Train Accuracy:  0.746, Validation Accuracy:  0.748, Loss:  0.292
Epoch  34 Batch   89/134 - Train Accuracy:  0.738, Validation Accuracy:  0.752, Loss:  0.299
Epoch  34 Batch   90/134 - Train Accuracy:  0.741, Validation Accuracy:  0.755, Loss:  0.301
Epoch  34 Batch   91/134 - Train Accuracy:  0.774, Validation Accuracy:  0.754, Loss:  0.261
Epoch  34 Batch   92/134 - Train Accuracy:  0.749, Validation Accuracy:  0.752, Loss:  0.295
Epoch  34 Batch   93/134 - Train Accuracy:  0.749, Validation Accuracy:  0.751, Loss:  0.300
Epoch  34 Batch   94/134 - Train Accuracy:  0.745, Validation Accuracy:  0.755, Loss:  0.293
Epoch  34 Batch   95/134 - Train Accuracy:  0.742, Validation Accuracy:  0.749, Loss:  0.297
Epoch  34 Batch   96/134 - Train Accuracy:  0.748, Validation Accuracy:  0.750, Loss:  0.296
Epoch  34 Batch   97/134 - Train Accuracy:  0.723, Validation Accuracy:  0.751, Loss:  0.300
Epoch  34 Batch   98/134 - Train Accuracy:  0.721, Validation Accuracy:  0.754, Loss:  0.318
Epoch  34 Batch   99/134 - Train Accuracy:  0.747, Validation Accuracy:  0.752, Loss:  0.304
Epoch  34 Batch  100/134 - Train Accuracy:  0.734, Validation Accuracy:  0.748, Loss:  0.302
Epoch  34 Batch  101/134 - Train Accuracy:  0.719, Validation Accuracy:  0.748, Loss:  0.317
Epoch  34 Batch  102/134 - Train Accuracy:  0.732, Validation Accuracy:  0.748, Loss:  0.306
Epoch  34 Batch  103/134 - Train Accuracy:  0.759, Validation Accuracy:  0.752, Loss:  0.288
Epoch  34 Batch  104/134 - Train Accuracy:  0.755, Validation Accuracy:  0.752, Loss:  0.291
Epoch  34 Batch  105/134 - Train Accuracy:  0.738, Validation Accuracy:  0.750, Loss:  0.300
Epoch  34 Batch  106/134 - Train Accuracy:  0.744, Validation Accuracy:  0.750, Loss:  0.302
Epoch  34 Batch  107/134 - Train Accuracy:  0.749, Validation Accuracy:  0.748, Loss:  0.295
Epoch  34 Batch  108/134 - Train Accuracy:  0.723, Validation Accuracy:  0.749, Loss:  0.313
Epoch  34 Batch  109/134 - Train Accuracy:  0.755, Validation Accuracy:  0.752, Loss:  0.287
Epoch  34 Batch  110/134 - Train Accuracy:  0.760, Validation Accuracy:  0.751, Loss:  0.297
Epoch  34 Batch  111/134 - Train Accuracy:  0.738, Validation Accuracy:  0.755, Loss:  0.303
Epoch  34 Batch  112/134 - Train Accuracy:  0.751, Validation Accuracy:  0.756, Loss:  0.292
Epoch  34 Batch  113/134 - Train Accuracy:  0.769, Validation Accuracy:  0.755, Loss:  0.269
Epoch  34 Batch  114/134 - Train Accuracy:  0.730, Validation Accuracy:  0.752, Loss:  0.301
Epoch  34 Batch  115/134 - Train Accuracy:  0.723, Validation Accuracy:  0.756, Loss:  0.320
Epoch  34 Batch  116/134 - Train Accuracy:  0.757, Validation Accuracy:  0.753, Loss:  0.302
Epoch  34 Batch  117/134 - Train Accuracy:  0.746, Validation Accuracy:  0.751, Loss:  0.290
Epoch  34 Batch  118/134 - Train Accuracy:  0.735, Validation Accuracy:  0.750, Loss:  0.297
Epoch  34 Batch  119/134 - Train Accuracy:  0.773, Validation Accuracy:  0.751, Loss:  0.268
Epoch  34 Batch  120/134 - Train Accuracy:  0.741, Validation Accuracy:  0.750, Loss:  0.301
Epoch  34 Batch  121/134 - Train Accuracy:  0.737, Validation Accuracy:  0.746, Loss:  0.295
Epoch  34 Batch  122/134 - Train Accuracy:  0.740, Validation Accuracy:  0.754, Loss:  0.301
Epoch  34 Batch  123/134 - Train Accuracy:  0.747, Validation Accuracy:  0.752, Loss:  0.290
Epoch  34 Batch  124/134 - Train Accuracy:  0.763, Validation Accuracy:  0.752, Loss:  0.276
Epoch  34 Batch  125/134 - Train Accuracy:  0.744, Validation Accuracy:  0.752, Loss:  0.294
Epoch  34 Batch  126/134 - Train Accuracy:  0.727, Validation Accuracy:  0.753, Loss:  0.307
Epoch  34 Batch  127/134 - Train Accuracy:  0.746, Validation Accuracy:  0.751, Loss:  0.286
Epoch  34 Batch  128/134 - Train Accuracy:  0.727, Validation Accuracy:  0.752, Loss:  0.306
Epoch  34 Batch  129/134 - Train Accuracy:  0.744, Validation Accuracy:  0.749, Loss:  0.301
Epoch  34 Batch  130/134 - Train Accuracy:  0.735, Validation Accuracy:  0.749, Loss:  0.300
Epoch  34 Batch  131/134 - Train Accuracy:  0.737, Validation Accuracy:  0.747, Loss:  0.315
Epoch  34 Batch  132/134 - Train Accuracy:  0.743, Validation Accuracy:  0.750, Loss:  0.296
Epoch  35 Batch    0/134 - Train Accuracy:  0.738, Validation Accuracy:  0.754, Loss:  0.297
Epoch  35 Batch    1/134 - Train Accuracy:  0.736, Validation Accuracy:  0.752, Loss:  0.313
Epoch  35 Batch    2/134 - Train Accuracy:  0.741, Validation Accuracy:  0.748, Loss:  0.291
Epoch  35 Batch    3/134 - Train Accuracy:  0.741, Validation Accuracy:  0.743, Loss:  0.296
Epoch  35 Batch    4/134 - Train Accuracy:  0.736, Validation Accuracy:  0.746, Loss:  0.305
Epoch  35 Batch    5/134 - Train Accuracy:  0.740, Validation Accuracy:  0.752, Loss:  0.307
Epoch  35 Batch    6/134 - Train Accuracy:  0.753, Validation Accuracy:  0.751, Loss:  0.283
Epoch  35 Batch    7/134 - Train Accuracy:  0.736, Validation Accuracy:  0.748, Loss:  0.294
Epoch  35 Batch    8/134 - Train Accuracy:  0.748, Validation Accuracy:  0.751, Loss:  0.292
Epoch  35 Batch    9/134 - Train Accuracy:  0.763, Validation Accuracy:  0.754, Loss:  0.279
Epoch  35 Batch   10/134 - Train Accuracy:  0.741, Validation Accuracy:  0.752, Loss:  0.297
Epoch  35 Batch   11/134 - Train Accuracy:  0.743, Validation Accuracy:  0.752, Loss:  0.294
Epoch  35 Batch   12/134 - Train Accuracy:  0.760, Validation Accuracy:  0.755, Loss:  0.282
Epoch  35 Batch   13/134 - Train Accuracy:  0.726, Validation Accuracy:  0.749, Loss:  0.302
Epoch  35 Batch   14/134 - Train Accuracy:  0.750, Validation Accuracy:  0.756, Loss:  0.298
Epoch  35 Batch   15/134 - Train Accuracy:  0.747, Validation Accuracy:  0.757, Loss:  0.288
Epoch  35 Batch   16/134 - Train Accuracy:  0.749, Validation Accuracy:  0.754, Loss:  0.289
Epoch  35 Batch   17/134 - Train Accuracy:  0.744, Validation Accuracy:  0.754, Loss:  0.302
Epoch  35 Batch   18/134 - Train Accuracy:  0.750, Validation Accuracy:  0.758, Loss:  0.295
Epoch  35 Batch   19/134 - Train Accuracy:  0.745, Validation Accuracy:  0.758, Loss:  0.297
Epoch  35 Batch   20/134 - Train Accuracy:  0.759, Validation Accuracy:  0.756, Loss:  0.283
Epoch  35 Batch   21/134 - Train Accuracy:  0.753, Validation Accuracy:  0.756, Loss:  0.292
Epoch  35 Batch   22/134 - Train Accuracy:  0.743, Validation Accuracy:  0.754, Loss:  0.301
Epoch  35 Batch   23/134 - Train Accuracy:  0.769, Validation Accuracy:  0.755, Loss:  0.277
Epoch  35 Batch   24/134 - Train Accuracy:  0.733, Validation Accuracy:  0.757, Loss:  0.305
Epoch  35 Batch   25/134 - Train Accuracy:  0.740, Validation Accuracy:  0.757, Loss:  0.288
Epoch  35 Batch   26/134 - Train Accuracy:  0.744, Validation Accuracy:  0.755, Loss:  0.307
Epoch  35 Batch   27/134 - Train Accuracy:  0.744, Validation Accuracy:  0.754, Loss:  0.295
Epoch  35 Batch   28/134 - Train Accuracy:  0.751, Validation Accuracy:  0.755, Loss:  0.301
Epoch  35 Batch   29/134 - Train Accuracy:  0.761, Validation Accuracy:  0.754, Loss:  0.275
Epoch  35 Batch   30/134 - Train Accuracy:  0.757, Validation Accuracy:  0.752, Loss:  0.280
Epoch  35 Batch   31/134 - Train Accuracy:  0.743, Validation Accuracy:  0.757, Loss:  0.295
Epoch  35 Batch   32/134 - Train Accuracy:  0.750, Validation Accuracy:  0.756, Loss:  0.286
Epoch  35 Batch   33/134 - Train Accuracy:  0.734, Validation Accuracy:  0.754, Loss:  0.306
Epoch  35 Batch   34/134 - Train Accuracy:  0.743, Validation Accuracy:  0.750, Loss:  0.304
Epoch  35 Batch   35/134 - Train Accuracy:  0.750, Validation Accuracy:  0.750, Loss:  0.292
Epoch  35 Batch   36/134 - Train Accuracy:  0.748, Validation Accuracy:  0.751, Loss:  0.292
Epoch  35 Batch   37/134 - Train Accuracy:  0.730, Validation Accuracy:  0.750, Loss:  0.299
Epoch  35 Batch   38/134 - Train Accuracy:  0.754, Validation Accuracy:  0.755, Loss:  0.287
Epoch  35 Batch   39/134 - Train Accuracy:  0.751, Validation Accuracy:  0.751, Loss:  0.293
Epoch  35 Batch   40/134 - Train Accuracy:  0.752, Validation Accuracy:  0.752, Loss:  0.293
Epoch  35 Batch   41/134 - Train Accuracy:  0.745, Validation Accuracy:  0.751, Loss:  0.306
Epoch  35 Batch   42/134 - Train Accuracy:  0.745, Validation Accuracy:  0.753, Loss:  0.294
Epoch  35 Batch   43/134 - Train Accuracy:  0.735, Validation Accuracy:  0.749, Loss:  0.299
Epoch  35 Batch   44/134 - Train Accuracy:  0.731, Validation Accuracy:  0.748, Loss:  0.299
Epoch  35 Batch   45/134 - Train Accuracy:  0.753, Validation Accuracy:  0.747, Loss:  0.291
Epoch  35 Batch   46/134 - Train Accuracy:  0.743, Validation Accuracy:  0.748, Loss:  0.288
Epoch  35 Batch   47/134 - Train Accuracy:  0.735, Validation Accuracy:  0.754, Loss:  0.297
Epoch  35 Batch   48/134 - Train Accuracy:  0.741, Validation Accuracy:  0.754, Loss:  0.292
Epoch  35 Batch   49/134 - Train Accuracy:  0.762, Validation Accuracy:  0.752, Loss:  0.291
Epoch  35 Batch   50/134 - Train Accuracy:  0.736, Validation Accuracy:  0.753, Loss:  0.293
Epoch  35 Batch   51/134 - Train Accuracy:  0.742, Validation Accuracy:  0.750, Loss:  0.290
Epoch  35 Batch   52/134 - Train Accuracy:  0.741, Validation Accuracy:  0.752, Loss:  0.291
Epoch  35 Batch   53/134 - Train Accuracy:  0.741, Validation Accuracy:  0.749, Loss:  0.291
Epoch  35 Batch   54/134 - Train Accuracy:  0.738, Validation Accuracy:  0.753, Loss:  0.298
Epoch  35 Batch   55/134 - Train Accuracy:  0.744, Validation Accuracy:  0.752, Loss:  0.303
Epoch  35 Batch   56/134 - Train Accuracy:  0.746, Validation Accuracy:  0.755, Loss:  0.285
Epoch  35 Batch   57/134 - Train Accuracy:  0.742, Validation Accuracy:  0.751, Loss:  0.296
Epoch  35 Batch   58/134 - Train Accuracy:  0.755, Validation Accuracy:  0.750, Loss:  0.290
Epoch  35 Batch   59/134 - Train Accuracy:  0.732, Validation Accuracy:  0.758, Loss:  0.303
Epoch  35 Batch   60/134 - Train Accuracy:  0.741, Validation Accuracy:  0.754, Loss:  0.289
Epoch  35 Batch   61/134 - Train Accuracy:  0.742, Validation Accuracy:  0.753, Loss:  0.289
Epoch  35 Batch   62/134 - Train Accuracy:  0.732, Validation Accuracy:  0.754, Loss:  0.294
Epoch  35 Batch   63/134 - Train Accuracy:  0.750, Validation Accuracy:  0.758, Loss:  0.289
Epoch  35 Batch   64/134 - Train Accuracy:  0.747, Validation Accuracy:  0.754, Loss:  0.292
Epoch  35 Batch   65/134 - Train Accuracy:  0.733, Validation Accuracy:  0.750, Loss:  0.294
Epoch  35 Batch   66/134 - Train Accuracy:  0.750, Validation Accuracy:  0.752, Loss:  0.283
Epoch  35 Batch   67/134 - Train Accuracy:  0.706, Validation Accuracy:  0.752, Loss:  0.315
Epoch  35 Batch   68/134 - Train Accuracy:  0.740, Validation Accuracy:  0.748, Loss:  0.310
Epoch  35 Batch   69/134 - Train Accuracy:  0.747, Validation Accuracy:  0.753, Loss:  0.299
Epoch  35 Batch   70/134 - Train Accuracy:  0.740, Validation Accuracy:  0.753, Loss:  0.287
Epoch  35 Batch   71/134 - Train Accuracy:  0.742, Validation Accuracy:  0.757, Loss:  0.282
Epoch  35 Batch   72/134 - Train Accuracy:  0.747, Validation Accuracy:  0.759, Loss:  0.290
Epoch  35 Batch   73/134 - Train Accuracy:  0.753, Validation Accuracy:  0.753, Loss:  0.284
Epoch  35 Batch   74/134 - Train Accuracy:  0.739, Validation Accuracy:  0.757, Loss:  0.298
Epoch  35 Batch   75/134 - Train Accuracy:  0.758, Validation Accuracy:  0.758, Loss:  0.288
Epoch  35 Batch   76/134 - Train Accuracy:  0.756, Validation Accuracy:  0.754, Loss:  0.286
Epoch  35 Batch   77/134 - Train Accuracy:  0.747, Validation Accuracy:  0.752, Loss:  0.278
Epoch  35 Batch   78/134 - Train Accuracy:  0.737, Validation Accuracy:  0.751, Loss:  0.298
Epoch  35 Batch   79/134 - Train Accuracy:  0.733, Validation Accuracy:  0.750, Loss:  0.294
Epoch  35 Batch   80/134 - Train Accuracy:  0.737, Validation Accuracy:  0.746, Loss:  0.301
Epoch  35 Batch   81/134 - Train Accuracy:  0.741, Validation Accuracy:  0.754, Loss:  0.295
Epoch  35 Batch   82/134 - Train Accuracy:  0.756, Validation Accuracy:  0.755, Loss:  0.279
Epoch  35 Batch   83/134 - Train Accuracy:  0.747, Validation Accuracy:  0.753, Loss:  0.298
Epoch  35 Batch   84/134 - Train Accuracy:  0.744, Validation Accuracy:  0.754, Loss:  0.296
Epoch  35 Batch   85/134 - Train Accuracy:  0.747, Validation Accuracy:  0.756, Loss:  0.302
Epoch  35 Batch   86/134 - Train Accuracy:  0.735, Validation Accuracy:  0.757, Loss:  0.292
Epoch  35 Batch   87/134 - Train Accuracy:  0.740, Validation Accuracy:  0.758, Loss:  0.305
Epoch  35 Batch   88/134 - Train Accuracy:  0.752, Validation Accuracy:  0.757, Loss:  0.282
Epoch  35 Batch   89/134 - Train Accuracy:  0.739, Validation Accuracy:  0.752, Loss:  0.288
Epoch  35 Batch   90/134 - Train Accuracy:  0.744, Validation Accuracy:  0.753, Loss:  0.293
Epoch  35 Batch   91/134 - Train Accuracy:  0.780, Validation Accuracy:  0.756, Loss:  0.254
Epoch  35 Batch   92/134 - Train Accuracy:  0.753, Validation Accuracy:  0.759, Loss:  0.287
Epoch  35 Batch   93/134 - Train Accuracy:  0.756, Validation Accuracy:  0.754, Loss:  0.290
Epoch  35 Batch   94/134 - Train Accuracy:  0.745, Validation Accuracy:  0.757, Loss:  0.284
Epoch  35 Batch   95/134 - Train Accuracy:  0.750, Validation Accuracy:  0.759, Loss:  0.288
Epoch  35 Batch   96/134 - Train Accuracy:  0.761, Validation Accuracy:  0.754, Loss:  0.285
Epoch  35 Batch   97/134 - Train Accuracy:  0.735, Validation Accuracy:  0.756, Loss:  0.289
Epoch  35 Batch   98/134 - Train Accuracy:  0.721, Validation Accuracy:  0.756, Loss:  0.307
Epoch  35 Batch   99/134 - Train Accuracy:  0.751, Validation Accuracy:  0.752, Loss:  0.294
Epoch  35 Batch  100/134 - Train Accuracy:  0.744, Validation Accuracy:  0.756, Loss:  0.292
Epoch  35 Batch  101/134 - Train Accuracy:  0.723, Validation Accuracy:  0.753, Loss:  0.307
Epoch  35 Batch  102/134 - Train Accuracy:  0.736, Validation Accuracy:  0.753, Loss:  0.296
Epoch  35 Batch  103/134 - Train Accuracy:  0.767, Validation Accuracy:  0.748, Loss:  0.280
Epoch  35 Batch  104/134 - Train Accuracy:  0.758, Validation Accuracy:  0.750, Loss:  0.284
Epoch  35 Batch  105/134 - Train Accuracy:  0.745, Validation Accuracy:  0.747, Loss:  0.294
Epoch  35 Batch  106/134 - Train Accuracy:  0.722, Validation Accuracy:  0.736, Loss:  0.301
Epoch  35 Batch  107/134 - Train Accuracy:  0.734, Validation Accuracy:  0.737, Loss:  0.324
Epoch  35 Batch  108/134 - Train Accuracy:  0.702, Validation Accuracy:  0.734, Loss:  0.372
Epoch  35 Batch  109/134 - Train Accuracy:  0.752, Validation Accuracy:  0.753, Loss:  0.316
Epoch  35 Batch  110/134 - Train Accuracy:  0.766, Validation Accuracy:  0.753, Loss:  0.300
Epoch  35 Batch  111/134 - Train Accuracy:  0.739, Validation Accuracy:  0.754, Loss:  0.296
Epoch  35 Batch  112/134 - Train Accuracy:  0.750, Validation Accuracy:  0.753, Loss:  0.284
Epoch  35 Batch  113/134 - Train Accuracy:  0.772, Validation Accuracy:  0.758, Loss:  0.268
Epoch  35 Batch  114/134 - Train Accuracy:  0.728, Validation Accuracy:  0.753, Loss:  0.292
Epoch  35 Batch  115/134 - Train Accuracy:  0.727, Validation Accuracy:  0.749, Loss:  0.311
Epoch  35 Batch  116/134 - Train Accuracy:  0.755, Validation Accuracy:  0.760, Loss:  0.295
Epoch  35 Batch  117/134 - Train Accuracy:  0.752, Validation Accuracy:  0.755, Loss:  0.282
Epoch  35 Batch  118/134 - Train Accuracy:  0.733, Validation Accuracy:  0.748, Loss:  0.288
Epoch  35 Batch  119/134 - Train Accuracy:  0.772, Validation Accuracy:  0.755, Loss:  0.260
Epoch  35 Batch  120/134 - Train Accuracy:  0.740, Validation Accuracy:  0.753, Loss:  0.292
Epoch  35 Batch  121/134 - Train Accuracy:  0.747, Validation Accuracy:  0.753, Loss:  0.288
Epoch  35 Batch  122/134 - Train Accuracy:  0.736, Validation Accuracy:  0.752, Loss:  0.291
Epoch  35 Batch  123/134 - Train Accuracy:  0.754, Validation Accuracy:  0.749, Loss:  0.282
Epoch  35 Batch  124/134 - Train Accuracy:  0.765, Validation Accuracy:  0.756, Loss:  0.268
Epoch  35 Batch  125/134 - Train Accuracy:  0.748, Validation Accuracy:  0.754, Loss:  0.284
Epoch  35 Batch  126/134 - Train Accuracy:  0.729, Validation Accuracy:  0.753, Loss:  0.300
Epoch  35 Batch  127/134 - Train Accuracy:  0.749, Validation Accuracy:  0.753, Loss:  0.276
Epoch  35 Batch  128/134 - Train Accuracy:  0.740, Validation Accuracy:  0.750, Loss:  0.297
Epoch  35 Batch  129/134 - Train Accuracy:  0.748, Validation Accuracy:  0.754, Loss:  0.293
Epoch  35 Batch  130/134 - Train Accuracy:  0.740, Validation Accuracy:  0.750, Loss:  0.288
Epoch  35 Batch  131/134 - Train Accuracy:  0.741, Validation Accuracy:  0.753, Loss:  0.305
Epoch  35 Batch  132/134 - Train Accuracy:  0.747, Validation Accuracy:  0.750, Loss:  0.285
Epoch  36 Batch    0/134 - Train Accuracy:  0.738, Validation Accuracy:  0.754, Loss:  0.288
Epoch  36 Batch    1/134 - Train Accuracy:  0.744, Validation Accuracy:  0.757, Loss:  0.305
Epoch  36 Batch    2/134 - Train Accuracy:  0.746, Validation Accuracy:  0.760, Loss:  0.281
Epoch  36 Batch    3/134 - Train Accuracy:  0.744, Validation Accuracy:  0.756, Loss:  0.283
Epoch  36 Batch    4/134 - Train Accuracy:  0.741, Validation Accuracy:  0.756, Loss:  0.292
Epoch  36 Batch    5/134 - Train Accuracy:  0.745, Validation Accuracy:  0.756, Loss:  0.293
Epoch  36 Batch    6/134 - Train Accuracy:  0.760, Validation Accuracy:  0.759, Loss:  0.271
Epoch  36 Batch    7/134 - Train Accuracy:  0.742, Validation Accuracy:  0.750, Loss:  0.283
Epoch  36 Batch    8/134 - Train Accuracy:  0.754, Validation Accuracy:  0.758, Loss:  0.282
Epoch  36 Batch    9/134 - Train Accuracy:  0.769, Validation Accuracy:  0.759, Loss:  0.268
Epoch  36 Batch   10/134 - Train Accuracy:  0.744, Validation Accuracy:  0.755, Loss:  0.287
Epoch  36 Batch   11/134 - Train Accuracy:  0.752, Validation Accuracy:  0.759, Loss:  0.283
Epoch  36 Batch   12/134 - Train Accuracy:  0.762, Validation Accuracy:  0.759, Loss:  0.272
Epoch  36 Batch   13/134 - Train Accuracy:  0.729, Validation Accuracy:  0.755, Loss:  0.292
Epoch  36 Batch   14/134 - Train Accuracy:  0.748, Validation Accuracy:  0.759, Loss:  0.289
Epoch  36 Batch   15/134 - Train Accuracy:  0.745, Validation Accuracy:  0.758, Loss:  0.278
Epoch  36 Batch   16/134 - Train Accuracy:  0.754, Validation Accuracy:  0.755, Loss:  0.279
Epoch  36 Batch   17/134 - Train Accuracy:  0.747, Validation Accuracy:  0.762, Loss:  0.292
Epoch  36 Batch   18/134 - Train Accuracy:  0.753, Validation Accuracy:  0.758, Loss:  0.284
Epoch  36 Batch   19/134 - Train Accuracy:  0.745, Validation Accuracy:  0.757, Loss:  0.288
Epoch  36 Batch   20/134 - Train Accuracy:  0.759, Validation Accuracy:  0.759, Loss:  0.276
Epoch  36 Batch   21/134 - Train Accuracy:  0.758, Validation Accuracy:  0.762, Loss:  0.282
Epoch  36 Batch   22/134 - Train Accuracy:  0.750, Validation Accuracy:  0.755, Loss:  0.290
Epoch  36 Batch   23/134 - Train Accuracy:  0.771, Validation Accuracy:  0.760, Loss:  0.267
Epoch  36 Batch   24/134 - Train Accuracy:  0.738, Validation Accuracy:  0.762, Loss:  0.293
Epoch  36 Batch   25/134 - Train Accuracy:  0.743, Validation Accuracy:  0.759, Loss:  0.277
Epoch  36 Batch   26/134 - Train Accuracy:  0.750, Validation Accuracy:  0.761, Loss:  0.297
Epoch  36 Batch   27/134 - Train Accuracy:  0.754, Validation Accuracy:  0.763, Loss:  0.285
Epoch  36 Batch   28/134 - Train Accuracy:  0.754, Validation Accuracy:  0.761, Loss:  0.289
Epoch  36 Batch   29/134 - Train Accuracy:  0.766, Validation Accuracy:  0.760, Loss:  0.264
Epoch  36 Batch   30/134 - Train Accuracy:  0.762, Validation Accuracy:  0.758, Loss:  0.270
Epoch  36 Batch   31/134 - Train Accuracy:  0.752, Validation Accuracy:  0.763, Loss:  0.284
Epoch  36 Batch   32/134 - Train Accuracy:  0.753, Validation Accuracy:  0.764, Loss:  0.275
Epoch  36 Batch   33/134 - Train Accuracy:  0.736, Validation Accuracy:  0.760, Loss:  0.295
Epoch  36 Batch   34/134 - Train Accuracy:  0.752, Validation Accuracy:  0.756, Loss:  0.293
Epoch  36 Batch   35/134 - Train Accuracy:  0.763, Validation Accuracy:  0.759, Loss:  0.280
Epoch  36 Batch   36/134 - Train Accuracy:  0.754, Validation Accuracy:  0.760, Loss:  0.279
Epoch  36 Batch   37/134 - Train Accuracy:  0.738, Validation Accuracy:  0.756, Loss:  0.287
Epoch  36 Batch   38/134 - Train Accuracy:  0.759, Validation Accuracy:  0.760, Loss:  0.277
Epoch  36 Batch   39/134 - Train Accuracy:  0.754, Validation Accuracy:  0.759, Loss:  0.283
Epoch  36 Batch   40/134 - Train Accuracy:  0.758, Validation Accuracy:  0.762, Loss:  0.281
Epoch  36 Batch   41/134 - Train Accuracy:  0.754, Validation Accuracy:  0.763, Loss:  0.293
Epoch  36 Batch   42/134 - Train Accuracy:  0.749, Validation Accuracy:  0.758, Loss:  0.280
Epoch  36 Batch   43/134 - Train Accuracy:  0.743, Validation Accuracy:  0.759, Loss:  0.285
Epoch  36 Batch   44/134 - Train Accuracy:  0.743, Validation Accuracy:  0.758, Loss:  0.283
Epoch  36 Batch   45/134 - Train Accuracy:  0.762, Validation Accuracy:  0.758, Loss:  0.276
Epoch  36 Batch   46/134 - Train Accuracy:  0.754, Validation Accuracy:  0.757, Loss:  0.275
Epoch  36 Batch   47/134 - Train Accuracy:  0.743, Validation Accuracy:  0.757, Loss:  0.285
Epoch  36 Batch   48/134 - Train Accuracy:  0.745, Validation Accuracy:  0.760, Loss:  0.280
Epoch  36 Batch   49/134 - Train Accuracy:  0.769, Validation Accuracy:  0.761, Loss:  0.280
Epoch  36 Batch   50/134 - Train Accuracy:  0.741, Validation Accuracy:  0.759, Loss:  0.282
Epoch  36 Batch   51/134 - Train Accuracy:  0.752, Validation Accuracy:  0.761, Loss:  0.279
Epoch  36 Batch   52/134 - Train Accuracy:  0.752, Validation Accuracy:  0.759, Loss:  0.280
Epoch  36 Batch   53/134 - Train Accuracy:  0.751, Validation Accuracy:  0.760, Loss:  0.278
Epoch  36 Batch   54/134 - Train Accuracy:  0.746, Validation Accuracy:  0.760, Loss:  0.284
Epoch  36 Batch   55/134 - Train Accuracy:  0.752, Validation Accuracy:  0.761, Loss:  0.291
Epoch  36 Batch   56/134 - Train Accuracy:  0.750, Validation Accuracy:  0.761, Loss:  0.274
Epoch  36 Batch   57/134 - Train Accuracy:  0.751, Validation Accuracy:  0.761, Loss:  0.284
Epoch  36 Batch   58/134 - Train Accuracy:  0.761, Validation Accuracy:  0.759, Loss:  0.279
Epoch  36 Batch   59/134 - Train Accuracy:  0.738, Validation Accuracy:  0.761, Loss:  0.292
Epoch  36 Batch   60/134 - Train Accuracy:  0.747, Validation Accuracy:  0.758, Loss:  0.277
Epoch  36 Batch   61/134 - Train Accuracy:  0.747, Validation Accuracy:  0.756, Loss:  0.278
Epoch  36 Batch   62/134 - Train Accuracy:  0.738, Validation Accuracy:  0.761, Loss:  0.284
Epoch  36 Batch   63/134 - Train Accuracy:  0.753, Validation Accuracy:  0.763, Loss:  0.278
Epoch  36 Batch   64/134 - Train Accuracy:  0.758, Validation Accuracy:  0.761, Loss:  0.280
Epoch  36 Batch   65/134 - Train Accuracy:  0.743, Validation Accuracy:  0.756, Loss:  0.284
Epoch  36 Batch   66/134 - Train Accuracy:  0.759, Validation Accuracy:  0.760, Loss:  0.273
Epoch  36 Batch   67/134 - Train Accuracy:  0.718, Validation Accuracy:  0.761, Loss:  0.303
Epoch  36 Batch   68/134 - Train Accuracy:  0.739, Validation Accuracy:  0.760, Loss:  0.298
Epoch  36 Batch   69/134 - Train Accuracy:  0.749, Validation Accuracy:  0.756, Loss:  0.288
Epoch  36 Batch   70/134 - Train Accuracy:  0.746, Validation Accuracy:  0.759, Loss:  0.276
Epoch  36 Batch   71/134 - Train Accuracy:  0.748, Validation Accuracy:  0.763, Loss:  0.271
Epoch  36 Batch   72/134 - Train Accuracy:  0.750, Validation Accuracy:  0.758, Loss:  0.280
Epoch  36 Batch   73/134 - Train Accuracy:  0.758, Validation Accuracy:  0.760, Loss:  0.274
Epoch  36 Batch   74/134 - Train Accuracy:  0.743, Validation Accuracy:  0.765, Loss:  0.287
Epoch  36 Batch   75/134 - Train Accuracy:  0.762, Validation Accuracy:  0.764, Loss:  0.278
Epoch  36 Batch   76/134 - Train Accuracy:  0.763, Validation Accuracy:  0.761, Loss:  0.276
Epoch  36 Batch   77/134 - Train Accuracy:  0.757, Validation Accuracy:  0.762, Loss:  0.267
Epoch  36 Batch   78/134 - Train Accuracy:  0.749, Validation Accuracy:  0.762, Loss:  0.282
Epoch  36 Batch   79/134 - Train Accuracy:  0.749, Validation Accuracy:  0.766, Loss:  0.280
Epoch  36 Batch   80/134 - Train Accuracy:  0.753, Validation Accuracy:  0.762, Loss:  0.284
Epoch  36 Batch   81/134 - Train Accuracy:  0.758, Validation Accuracy:  0.759, Loss:  0.279
Epoch  36 Batch   82/134 - Train Accuracy:  0.765, Validation Accuracy:  0.762, Loss:  0.266
Epoch  36 Batch   83/134 - Train Accuracy:  0.756, Validation Accuracy:  0.765, Loss:  0.285
Epoch  36 Batch   84/134 - Train Accuracy:  0.752, Validation Accuracy:  0.764, Loss:  0.282
Epoch  36 Batch   85/134 - Train Accuracy:  0.754, Validation Accuracy:  0.761, Loss:  0.288
Epoch  36 Batch   86/134 - Train Accuracy:  0.748, Validation Accuracy:  0.763, Loss:  0.280
Epoch  36 Batch   87/134 - Train Accuracy:  0.747, Validation Accuracy:  0.763, Loss:  0.293
Epoch  36 Batch   88/134 - Train Accuracy:  0.757, Validation Accuracy:  0.759, Loss:  0.269
Epoch  36 Batch   89/134 - Train Accuracy:  0.750, Validation Accuracy:  0.760, Loss:  0.276
Epoch  36 Batch   90/134 - Train Accuracy:  0.750, Validation Accuracy:  0.764, Loss:  0.279
Epoch  36 Batch   91/134 - Train Accuracy:  0.789, Validation Accuracy:  0.764, Loss:  0.242
Epoch  36 Batch   92/134 - Train Accuracy:  0.762, Validation Accuracy:  0.764, Loss:  0.274
Epoch  36 Batch   93/134 - Train Accuracy:  0.765, Validation Accuracy:  0.759, Loss:  0.279
Epoch  36 Batch   94/134 - Train Accuracy:  0.759, Validation Accuracy:  0.763, Loss:  0.273
Epoch  36 Batch   95/134 - Train Accuracy:  0.758, Validation Accuracy:  0.763, Loss:  0.276
Epoch  36 Batch   96/134 - Train Accuracy:  0.764, Validation Accuracy:  0.760, Loss:  0.274
Epoch  36 Batch   97/134 - Train Accuracy:  0.738, Validation Accuracy:  0.761, Loss:  0.278
Epoch  36 Batch   98/134 - Train Accuracy:  0.732, Validation Accuracy:  0.761, Loss:  0.296
Epoch  36 Batch   99/134 - Train Accuracy:  0.756, Validation Accuracy:  0.761, Loss:  0.284
Epoch  36 Batch  100/134 - Train Accuracy:  0.748, Validation Accuracy:  0.758, Loss:  0.281
Epoch  36 Batch  101/134 - Train Accuracy:  0.736, Validation Accuracy:  0.761, Loss:  0.294
Epoch  36 Batch  102/134 - Train Accuracy:  0.744, Validation Accuracy:  0.760, Loss:  0.283
Epoch  36 Batch  103/134 - Train Accuracy:  0.765, Validation Accuracy:  0.760, Loss:  0.268
Epoch  36 Batch  104/134 - Train Accuracy:  0.767, Validation Accuracy:  0.764, Loss:  0.270
Epoch  36 Batch  105/134 - Train Accuracy:  0.753, Validation Accuracy:  0.762, Loss:  0.278
Epoch  36 Batch  106/134 - Train Accuracy:  0.758, Validation Accuracy:  0.762, Loss:  0.279
Epoch  36 Batch  107/134 - Train Accuracy:  0.764, Validation Accuracy:  0.761, Loss:  0.274
Epoch  36 Batch  108/134 - Train Accuracy:  0.734, Validation Accuracy:  0.761, Loss:  0.289
Epoch  36 Batch  109/134 - Train Accuracy:  0.765, Validation Accuracy:  0.761, Loss:  0.268
Epoch  36 Batch  110/134 - Train Accuracy:  0.772, Validation Accuracy:  0.764, Loss:  0.278
Epoch  36 Batch  111/134 - Train Accuracy:  0.746, Validation Accuracy:  0.765, Loss:  0.282
Epoch  36 Batch  112/134 - Train Accuracy:  0.767, Validation Accuracy:  0.764, Loss:  0.271
Epoch  36 Batch  113/134 - Train Accuracy:  0.780, Validation Accuracy:  0.764, Loss:  0.251
Epoch  36 Batch  114/134 - Train Accuracy:  0.744, Validation Accuracy:  0.760, Loss:  0.280
Epoch  36 Batch  115/134 - Train Accuracy:  0.734, Validation Accuracy:  0.757, Loss:  0.299
Epoch  36 Batch  116/134 - Train Accuracy:  0.763, Validation Accuracy:  0.759, Loss:  0.287
Epoch  36 Batch  117/134 - Train Accuracy:  0.761, Validation Accuracy:  0.760, Loss:  0.273
Epoch  36 Batch  118/134 - Train Accuracy:  0.742, Validation Accuracy:  0.761, Loss:  0.277
Epoch  36 Batch  119/134 - Train Accuracy:  0.781, Validation Accuracy:  0.764, Loss:  0.250
Epoch  36 Batch  120/134 - Train Accuracy:  0.749, Validation Accuracy:  0.760, Loss:  0.280
Epoch  36 Batch  121/134 - Train Accuracy:  0.748, Validation Accuracy:  0.757, Loss:  0.277
Epoch  36 Batch  122/134 - Train Accuracy:  0.715, Validation Accuracy:  0.740, Loss:  0.292
Epoch  36 Batch  123/134 - Train Accuracy:  0.731, Validation Accuracy:  0.736, Loss:  0.317
Epoch  36 Batch  124/134 - Train Accuracy:  0.769, Validation Accuracy:  0.755, Loss:  0.339
Epoch  36 Batch  125/134 - Train Accuracy:  0.739, Validation Accuracy:  0.747, Loss:  0.281
Epoch  36 Batch  126/134 - Train Accuracy:  0.698, Validation Accuracy:  0.728, Loss:  0.307
Epoch  36 Batch  127/134 - Train Accuracy:  0.748, Validation Accuracy:  0.759, Loss:  0.380
Epoch  36 Batch  128/134 - Train Accuracy:  0.699, Validation Accuracy:  0.709, Loss:  0.292
Epoch  36 Batch  129/134 - Train Accuracy:  0.722, Validation Accuracy:  0.740, Loss:  0.367
Epoch  36 Batch  130/134 - Train Accuracy:  0.739, Validation Accuracy:  0.752, Loss:  0.336
Epoch  36 Batch  131/134 - Train Accuracy:  0.704, Validation Accuracy:  0.719, Loss:  0.302
Epoch  36 Batch  132/134 - Train Accuracy:  0.741, Validation Accuracy:  0.753, Loss:  0.341
Epoch  37 Batch    0/134 - Train Accuracy:  0.733, Validation Accuracy:  0.750, Loss:  0.307
Epoch  37 Batch    1/134 - Train Accuracy:  0.724, Validation Accuracy:  0.735, Loss:  0.309
Epoch  37 Batch    2/134 - Train Accuracy:  0.743, Validation Accuracy:  0.752, Loss:  0.311
Epoch  37 Batch    3/134 - Train Accuracy:  0.734, Validation Accuracy:  0.745, Loss:  0.282
Epoch  37 Batch    4/134 - Train Accuracy:  0.724, Validation Accuracy:  0.741, Loss:  0.323
Epoch  37 Batch    5/134 - Train Accuracy:  0.742, Validation Accuracy:  0.741, Loss:  0.306
Epoch  37 Batch    6/134 - Train Accuracy:  0.739, Validation Accuracy:  0.730, Loss:  0.283
Epoch  37 Batch    7/134 - Train Accuracy:  0.734, Validation Accuracy:  0.756, Loss:  0.303
Epoch  37 Batch    8/134 - Train Accuracy:  0.742, Validation Accuracy:  0.741, Loss:  0.287
Epoch  37 Batch    9/134 - Train Accuracy:  0.758, Validation Accuracy:  0.750, Loss:  0.287
Epoch  37 Batch   10/134 - Train Accuracy:  0.722, Validation Accuracy:  0.726, Loss:  0.286
Epoch  37 Batch   11/134 - Train Accuracy:  0.750, Validation Accuracy:  0.758, Loss:  0.298
Epoch  37 Batch   12/134 - Train Accuracy:  0.739, Validation Accuracy:  0.738, Loss:  0.268
Epoch  37 Batch   13/134 - Train Accuracy:  0.725, Validation Accuracy:  0.757, Loss:  0.309
Epoch  37 Batch   14/134 - Train Accuracy:  0.721, Validation Accuracy:  0.730, Loss:  0.283
Epoch  37 Batch   15/134 - Train Accuracy:  0.735, Validation Accuracy:  0.750, Loss:  0.290
Epoch  37 Batch   16/134 - Train Accuracy:  0.733, Validation Accuracy:  0.749, Loss:  0.276
Epoch  37 Batch   17/134 - Train Accuracy:  0.735, Validation Accuracy:  0.760, Loss:  0.298
Epoch  37 Batch   18/134 - Train Accuracy:  0.748, Validation Accuracy:  0.754, Loss:  0.281
Epoch  37 Batch   19/134 - Train Accuracy:  0.742, Validation Accuracy:  0.755, Loss:  0.291
Epoch  37 Batch   20/134 - Train Accuracy:  0.749, Validation Accuracy:  0.749, Loss:  0.269
Epoch  37 Batch   21/134 - Train Accuracy:  0.753, Validation Accuracy:  0.757, Loss:  0.285
Epoch  37 Batch   22/134 - Train Accuracy:  0.735, Validation Accuracy:  0.755, Loss:  0.284
Epoch  37 Batch   23/134 - Train Accuracy:  0.767, Validation Accuracy:  0.759, Loss:  0.264
Epoch  37 Batch   24/134 - Train Accuracy:  0.731, Validation Accuracy:  0.756, Loss:  0.288
Epoch  37 Batch   25/134 - Train Accuracy:  0.737, Validation Accuracy:  0.755, Loss:  0.275
Epoch  37 Batch   26/134 - Train Accuracy:  0.743, Validation Accuracy:  0.754, Loss:  0.291
Epoch  37 Batch   27/134 - Train Accuracy:  0.752, Validation Accuracy:  0.756, Loss:  0.279
Epoch  37 Batch   28/134 - Train Accuracy:  0.758, Validation Accuracy:  0.761, Loss:  0.284
Epoch  37 Batch   29/134 - Train Accuracy:  0.762, Validation Accuracy:  0.761, Loss:  0.259
Epoch  37 Batch   30/134 - Train Accuracy:  0.760, Validation Accuracy:  0.760, Loss:  0.263
Epoch  37 Batch   31/134 - Train Accuracy:  0.749, Validation Accuracy:  0.754, Loss:  0.277
Epoch  37 Batch   32/134 - Train Accuracy:  0.752, Validation Accuracy:  0.764, Loss:  0.270
Epoch  37 Batch   33/134 - Train Accuracy:  0.735, Validation Accuracy:  0.761, Loss:  0.286
Epoch  37 Batch   34/134 - Train Accuracy:  0.754, Validation Accuracy:  0.759, Loss:  0.287
Epoch  37 Batch   35/134 - Train Accuracy:  0.763, Validation Accuracy:  0.754, Loss:  0.272
Epoch  37 Batch   36/134 - Train Accuracy:  0.755, Validation Accuracy:  0.760, Loss:  0.272
Epoch  37 Batch   37/134 - Train Accuracy:  0.739, Validation Accuracy:  0.762, Loss:  0.280
Epoch  37 Batch   38/134 - Train Accuracy:  0.762, Validation Accuracy:  0.764, Loss:  0.269
Epoch  37 Batch   39/134 - Train Accuracy:  0.756, Validation Accuracy:  0.763, Loss:  0.274
Epoch  37 Batch   40/134 - Train Accuracy:  0.766, Validation Accuracy:  0.766, Loss:  0.274
Epoch  37 Batch   41/134 - Train Accuracy:  0.753, Validation Accuracy:  0.762, Loss:  0.285
Epoch  37 Batch   42/134 - Train Accuracy:  0.754, Validation Accuracy:  0.762, Loss:  0.273
Epoch  37 Batch   43/134 - Train Accuracy:  0.747, Validation Accuracy:  0.757, Loss:  0.277
Epoch  37 Batch   44/134 - Train Accuracy:  0.741, Validation Accuracy:  0.763, Loss:  0.276
Epoch  37 Batch   45/134 - Train Accuracy:  0.761, Validation Accuracy:  0.758, Loss:  0.268
Epoch  37 Batch   46/134 - Train Accuracy:  0.753, Validation Accuracy:  0.761, Loss:  0.269
Epoch  37 Batch   47/134 - Train Accuracy:  0.745, Validation Accuracy:  0.758, Loss:  0.276
Epoch  37 Batch   48/134 - Train Accuracy:  0.751, Validation Accuracy:  0.762, Loss:  0.273
Epoch  37 Batch   49/134 - Train Accuracy:  0.770, Validation Accuracy:  0.764, Loss:  0.271
Epoch  37 Batch   50/134 - Train Accuracy:  0.749, Validation Accuracy:  0.765, Loss:  0.274
Epoch  37 Batch   51/134 - Train Accuracy:  0.753, Validation Accuracy:  0.762, Loss:  0.269
Epoch  37 Batch   52/134 - Train Accuracy:  0.756, Validation Accuracy:  0.763, Loss:  0.272
Epoch  37 Batch   53/134 - Train Accuracy:  0.745, Validation Accuracy:  0.764, Loss:  0.269
Epoch  37 Batch   54/134 - Train Accuracy:  0.750, Validation Accuracy:  0.765, Loss:  0.274
Epoch  37 Batch   55/134 - Train Accuracy:  0.756, Validation Accuracy:  0.765, Loss:  0.282
Epoch  37 Batch   56/134 - Train Accuracy:  0.755, Validation Accuracy:  0.768, Loss:  0.266
Epoch  37 Batch   57/134 - Train Accuracy:  0.758, Validation Accuracy:  0.764, Loss:  0.274
Epoch  37 Batch   58/134 - Train Accuracy:  0.762, Validation Accuracy:  0.764, Loss:  0.270
Epoch  37 Batch   59/134 - Train Accuracy:  0.744, Validation Accuracy:  0.764, Loss:  0.282
Epoch  37 Batch   60/134 - Train Accuracy:  0.757, Validation Accuracy:  0.763, Loss:  0.268
Epoch  37 Batch   61/134 - Train Accuracy:  0.755, Validation Accuracy:  0.766, Loss:  0.266
Epoch  37 Batch   62/134 - Train Accuracy:  0.740, Validation Accuracy:  0.764, Loss:  0.273
Epoch  37 Batch   63/134 - Train Accuracy:  0.754, Validation Accuracy:  0.763, Loss:  0.269
Epoch  37 Batch   64/134 - Train Accuracy:  0.763, Validation Accuracy:  0.766, Loss:  0.271
Epoch  37 Batch   65/134 - Train Accuracy:  0.740, Validation Accuracy:  0.762, Loss:  0.274
Epoch  37 Batch   66/134 - Train Accuracy:  0.761, Validation Accuracy:  0.763, Loss:  0.263
Epoch  37 Batch   67/134 - Train Accuracy:  0.724, Validation Accuracy:  0.762, Loss:  0.294
Epoch  37 Batch   68/134 - Train Accuracy:  0.750, Validation Accuracy:  0.766, Loss:  0.287
Epoch  37 Batch   69/134 - Train Accuracy:  0.756, Validation Accuracy:  0.765, Loss:  0.278
Epoch  37 Batch   70/134 - Train Accuracy:  0.750, Validation Accuracy:  0.760, Loss:  0.266
Epoch  37 Batch   71/134 - Train Accuracy:  0.761, Validation Accuracy:  0.762, Loss:  0.262
Epoch  37 Batch   72/134 - Train Accuracy:  0.758, Validation Accuracy:  0.768, Loss:  0.269
Epoch  37 Batch   73/134 - Train Accuracy:  0.763, Validation Accuracy:  0.768, Loss:  0.264
Epoch  37 Batch   74/134 - Train Accuracy:  0.750, Validation Accuracy:  0.763, Loss:  0.277
Epoch  37 Batch   75/134 - Train Accuracy:  0.768, Validation Accuracy:  0.769, Loss:  0.267
Epoch  37 Batch   76/134 - Train Accuracy:  0.763, Validation Accuracy:  0.767, Loss:  0.265
Epoch  37 Batch   77/134 - Train Accuracy:  0.762, Validation Accuracy:  0.767, Loss:  0.258
Epoch  37 Batch   78/134 - Train Accuracy:  0.754, Validation Accuracy:  0.765, Loss:  0.272
Epoch  37 Batch   79/134 - Train Accuracy:  0.752, Validation Accuracy:  0.766, Loss:  0.268
Epoch  37 Batch   80/134 - Train Accuracy:  0.756, Validation Accuracy:  0.767, Loss:  0.273
Epoch  37 Batch   81/134 - Train Accuracy:  0.763, Validation Accuracy:  0.765, Loss:  0.270
Epoch  37 Batch   82/134 - Train Accuracy:  0.773, Validation Accuracy:  0.766, Loss:  0.256
Epoch  37 Batch   83/134 - Train Accuracy:  0.757, Validation Accuracy:  0.766, Loss:  0.274
Epoch  37 Batch   84/134 - Train Accuracy:  0.757, Validation Accuracy:  0.768, Loss:  0.271
Epoch  37 Batch   85/134 - Train Accuracy:  0.759, Validation Accuracy:  0.767, Loss:  0.278
Epoch  37 Batch   86/134 - Train Accuracy:  0.754, Validation Accuracy:  0.766, Loss:  0.269
Epoch  37 Batch   87/134 - Train Accuracy:  0.750, Validation Accuracy:  0.766, Loss:  0.282
Epoch  37 Batch   88/134 - Train Accuracy:  0.765, Validation Accuracy:  0.765, Loss:  0.259
Epoch  37 Batch   89/134 - Train Accuracy:  0.753, Validation Accuracy:  0.765, Loss:  0.266
Epoch  37 Batch   90/134 - Train Accuracy:  0.759, Validation Accuracy:  0.769, Loss:  0.269
Epoch  37 Batch   91/134 - Train Accuracy:  0.794, Validation Accuracy:  0.768, Loss:  0.233
Epoch  37 Batch   92/134 - Train Accuracy:  0.768, Validation Accuracy:  0.769, Loss:  0.265
Epoch  37 Batch   93/134 - Train Accuracy:  0.767, Validation Accuracy:  0.768, Loss:  0.268
Epoch  37 Batch   94/134 - Train Accuracy:  0.763, Validation Accuracy:  0.767, Loss:  0.263
Epoch  37 Batch   95/134 - Train Accuracy:  0.764, Validation Accuracy:  0.769, Loss:  0.265
Epoch  37 Batch   96/134 - Train Accuracy:  0.770, Validation Accuracy:  0.765, Loss:  0.265
Epoch  37 Batch   97/134 - Train Accuracy:  0.750, Validation Accuracy:  0.765, Loss:  0.267
Epoch  37 Batch   98/134 - Train Accuracy:  0.742, Validation Accuracy:  0.765, Loss:  0.285
Epoch  37 Batch   99/134 - Train Accuracy:  0.759, Validation Accuracy:  0.768, Loss:  0.272
Epoch  37 Batch  100/134 - Train Accuracy:  0.754, Validation Accuracy:  0.766, Loss:  0.270
Epoch  37 Batch  101/134 - Train Accuracy:  0.739, Validation Accuracy:  0.764, Loss:  0.284
Epoch  37 Batch  102/134 - Train Accuracy:  0.751, Validation Accuracy:  0.763, Loss:  0.273
Epoch  37 Batch  103/134 - Train Accuracy:  0.765, Validation Accuracy:  0.766, Loss:  0.258
Epoch  37 Batch  104/134 - Train Accuracy:  0.772, Validation Accuracy:  0.766, Loss:  0.261
Epoch  37 Batch  105/134 - Train Accuracy:  0.760, Validation Accuracy:  0.764, Loss:  0.269
Epoch  37 Batch  106/134 - Train Accuracy:  0.762, Validation Accuracy:  0.764, Loss:  0.269
Epoch  37 Batch  107/134 - Train Accuracy:  0.771, Validation Accuracy:  0.765, Loss:  0.263
Epoch  37 Batch  108/134 - Train Accuracy:  0.741, Validation Accuracy:  0.763, Loss:  0.279
Epoch  37 Batch  109/134 - Train Accuracy:  0.769, Validation Accuracy:  0.765, Loss:  0.257
Epoch  37 Batch  110/134 - Train Accuracy:  0.774, Validation Accuracy:  0.767, Loss:  0.266
Epoch  37 Batch  111/134 - Train Accuracy:  0.755, Validation Accuracy:  0.765, Loss:  0.273
Epoch  37 Batch  112/134 - Train Accuracy:  0.771, Validation Accuracy:  0.764, Loss:  0.261
Epoch  37 Batch  113/134 - Train Accuracy:  0.786, Validation Accuracy:  0.767, Loss:  0.242
Epoch  37 Batch  114/134 - Train Accuracy:  0.750, Validation Accuracy:  0.767, Loss:  0.272
Epoch  37 Batch  115/134 - Train Accuracy:  0.742, Validation Accuracy:  0.767, Loss:  0.286
Epoch  37 Batch  116/134 - Train Accuracy:  0.770, Validation Accuracy:  0.765, Loss:  0.270
Epoch  37 Batch  117/134 - Train Accuracy:  0.772, Validation Accuracy:  0.764, Loss:  0.260
Epoch  37 Batch  118/134 - Train Accuracy:  0.749, Validation Accuracy:  0.765, Loss:  0.266
Epoch  37 Batch  119/134 - Train Accuracy:  0.789, Validation Accuracy:  0.767, Loss:  0.239
Epoch  37 Batch  120/134 - Train Accuracy:  0.762, Validation Accuracy:  0.765, Loss:  0.269
Epoch  37 Batch  121/134 - Train Accuracy:  0.763, Validation Accuracy:  0.768, Loss:  0.263
Epoch  37 Batch  122/134 - Train Accuracy:  0.753, Validation Accuracy:  0.769, Loss:  0.269
Epoch  37 Batch  123/134 - Train Accuracy:  0.771, Validation Accuracy:  0.765, Loss:  0.260
Epoch  37 Batch  124/134 - Train Accuracy:  0.779, Validation Accuracy:  0.764, Loss:  0.246
Epoch  37 Batch  125/134 - Train Accuracy:  0.766, Validation Accuracy:  0.767, Loss:  0.263
Epoch  37 Batch  126/134 - Train Accuracy:  0.745, Validation Accuracy:  0.765, Loss:  0.276
Epoch  37 Batch  127/134 - Train Accuracy:  0.763, Validation Accuracy:  0.766, Loss:  0.256
Epoch  37 Batch  128/134 - Train Accuracy:  0.749, Validation Accuracy:  0.763, Loss:  0.275
Epoch  37 Batch  129/134 - Train Accuracy:  0.762, Validation Accuracy:  0.767, Loss:  0.270
Epoch  37 Batch  130/134 - Train Accuracy:  0.758, Validation Accuracy:  0.767, Loss:  0.267
Epoch  37 Batch  131/134 - Train Accuracy:  0.753, Validation Accuracy:  0.766, Loss:  0.281
Epoch  37 Batch  132/134 - Train Accuracy:  0.764, Validation Accuracy:  0.771, Loss:  0.265
Epoch  38 Batch    0/134 - Train Accuracy:  0.753, Validation Accuracy:  0.768, Loss:  0.266
Epoch  38 Batch    1/134 - Train Accuracy:  0.757, Validation Accuracy:  0.768, Loss:  0.282
Epoch  38 Batch    2/134 - Train Accuracy:  0.756, Validation Accuracy:  0.765, Loss:  0.261
Epoch  38 Batch    3/134 - Train Accuracy:  0.758, Validation Accuracy:  0.766, Loss:  0.263
Epoch  38 Batch    4/134 - Train Accuracy:  0.755, Validation Accuracy:  0.766, Loss:  0.271
Epoch  38 Batch    5/134 - Train Accuracy:  0.755, Validation Accuracy:  0.768, Loss:  0.272
Epoch  38 Batch    6/134 - Train Accuracy:  0.769, Validation Accuracy:  0.769, Loss:  0.251
Epoch  38 Batch    7/134 - Train Accuracy:  0.761, Validation Accuracy:  0.763, Loss:  0.263
Epoch  38 Batch    8/134 - Train Accuracy:  0.763, Validation Accuracy:  0.767, Loss:  0.262
Epoch  38 Batch    9/134 - Train Accuracy:  0.783, Validation Accuracy:  0.770, Loss:  0.250
Epoch  38 Batch   10/134 - Train Accuracy:  0.759, Validation Accuracy:  0.770, Loss:  0.266
Epoch  38 Batch   11/134 - Train Accuracy:  0.764, Validation Accuracy:  0.769, Loss:  0.262
Epoch  38 Batch   12/134 - Train Accuracy:  0.772, Validation Accuracy:  0.767, Loss:  0.253
Epoch  38 Batch   13/134 - Train Accuracy:  0.739, Validation Accuracy:  0.767, Loss:  0.273
Epoch  38 Batch   14/134 - Train Accuracy:  0.759, Validation Accuracy:  0.766, Loss:  0.269
Epoch  38 Batch   15/134 - Train Accuracy:  0.754, Validation Accuracy:  0.770, Loss:  0.257
Epoch  38 Batch   16/134 - Train Accuracy:  0.766, Validation Accuracy:  0.767, Loss:  0.259
Epoch  38 Batch   17/134 - Train Accuracy:  0.756, Validation Accuracy:  0.766, Loss:  0.272
Epoch  38 Batch   18/134 - Train Accuracy:  0.767, Validation Accuracy:  0.768, Loss:  0.264
Epoch  38 Batch   19/134 - Train Accuracy:  0.757, Validation Accuracy:  0.769, Loss:  0.269
Epoch  38 Batch   20/134 - Train Accuracy:  0.770, Validation Accuracy:  0.769, Loss:  0.255
Epoch  38 Batch   21/134 - Train Accuracy:  0.764, Validation Accuracy:  0.769, Loss:  0.262
Epoch  38 Batch   22/134 - Train Accuracy:  0.758, Validation Accuracy:  0.767, Loss:  0.270
Epoch  38 Batch   23/134 - Train Accuracy:  0.784, Validation Accuracy:  0.767, Loss:  0.246
Epoch  38 Batch   24/134 - Train Accuracy:  0.749, Validation Accuracy:  0.768, Loss:  0.272
Epoch  38 Batch   25/134 - Train Accuracy:  0.753, Validation Accuracy:  0.769, Loss:  0.259
Epoch  38 Batch   26/134 - Train Accuracy:  0.761, Validation Accuracy:  0.766, Loss:  0.275
Epoch  38 Batch   27/134 - Train Accuracy:  0.768, Validation Accuracy:  0.768, Loss:  0.265
Epoch  38 Batch   28/134 - Train Accuracy:  0.769, Validation Accuracy:  0.771, Loss:  0.270
Epoch  38 Batch   29/134 - Train Accuracy:  0.773, Validation Accuracy:  0.766, Loss:  0.245
Epoch  38 Batch   30/134 - Train Accuracy:  0.773, Validation Accuracy:  0.770, Loss:  0.250
Epoch  38 Batch   31/134 - Train Accuracy:  0.759, Validation Accuracy:  0.771, Loss:  0.264
Epoch  38 Batch   32/134 - Train Accuracy:  0.769, Validation Accuracy:  0.768, Loss:  0.256
Epoch  38 Batch   33/134 - Train Accuracy:  0.743, Validation Accuracy:  0.768, Loss:  0.276
Epoch  38 Batch   34/134 - Train Accuracy:  0.761, Validation Accuracy:  0.766, Loss:  0.273
Epoch  38 Batch   35/134 - Train Accuracy:  0.774, Validation Accuracy:  0.763, Loss:  0.261
Epoch  38 Batch   36/134 - Train Accuracy:  0.767, Validation Accuracy:  0.764, Loss:  0.260
Epoch  38 Batch   37/134 - Train Accuracy:  0.743, Validation Accuracy:  0.768, Loss:  0.268
Epoch  38 Batch   38/134 - Train Accuracy:  0.771, Validation Accuracy:  0.769, Loss:  0.257
Epoch  38 Batch   39/134 - Train Accuracy:  0.769, Validation Accuracy:  0.767, Loss:  0.262
Epoch  38 Batch   40/134 - Train Accuracy:  0.769, Validation Accuracy:  0.769, Loss:  0.262
Epoch  38 Batch   41/134 - Train Accuracy:  0.763, Validation Accuracy:  0.771, Loss:  0.275
Epoch  38 Batch   42/134 - Train Accuracy:  0.764, Validation Accuracy:  0.772, Loss:  0.260
Epoch  38 Batch   43/134 - Train Accuracy:  0.751, Validation Accuracy:  0.766, Loss:  0.266
Epoch  38 Batch   44/134 - Train Accuracy:  0.750, Validation Accuracy:  0.766, Loss:  0.263
Epoch  38 Batch   45/134 - Train Accuracy:  0.768, Validation Accuracy:  0.766, Loss:  0.257
Epoch  38 Batch   46/134 - Train Accuracy:  0.762, Validation Accuracy:  0.767, Loss:  0.257
Epoch  38 Batch   47/134 - Train Accuracy:  0.754, Validation Accuracy:  0.765, Loss:  0.267
Epoch  38 Batch   48/134 - Train Accuracy:  0.759, Validation Accuracy:  0.766, Loss:  0.261
Epoch  38 Batch   49/134 - Train Accuracy:  0.779, Validation Accuracy:  0.767, Loss:  0.260
Epoch  38 Batch   50/134 - Train Accuracy:  0.758, Validation Accuracy:  0.766, Loss:  0.263
Epoch  38 Batch   51/134 - Train Accuracy:  0.763, Validation Accuracy:  0.765, Loss:  0.258
Epoch  38 Batch   52/134 - Train Accuracy:  0.760, Validation Accuracy:  0.764, Loss:  0.261
Epoch  38 Batch   53/134 - Train Accuracy:  0.759, Validation Accuracy:  0.767, Loss:  0.260
Epoch  38 Batch   54/134 - Train Accuracy:  0.764, Validation Accuracy:  0.766, Loss:  0.264
Epoch  38 Batch   55/134 - Train Accuracy:  0.761, Validation Accuracy:  0.766, Loss:  0.271
Epoch  38 Batch   56/134 - Train Accuracy:  0.760, Validation Accuracy:  0.766, Loss:  0.256
Epoch  38 Batch   57/134 - Train Accuracy:  0.766, Validation Accuracy:  0.764, Loss:  0.265
Epoch  38 Batch   58/134 - Train Accuracy:  0.768, Validation Accuracy:  0.765, Loss:  0.259
Epoch  38 Batch   59/134 - Train Accuracy:  0.750, Validation Accuracy:  0.769, Loss:  0.272
Epoch  38 Batch   60/134 - Train Accuracy:  0.759, Validation Accuracy:  0.766, Loss:  0.259
Epoch  38 Batch   61/134 - Train Accuracy:  0.758, Validation Accuracy:  0.767, Loss:  0.257
Epoch  38 Batch   62/134 - Train Accuracy:  0.753, Validation Accuracy:  0.767, Loss:  0.263
Epoch  38 Batch   63/134 - Train Accuracy:  0.763, Validation Accuracy:  0.765, Loss:  0.258
Epoch  38 Batch   64/134 - Train Accuracy:  0.768, Validation Accuracy:  0.766, Loss:  0.261
Epoch  38 Batch   65/134 - Train Accuracy:  0.751, Validation Accuracy:  0.768, Loss:  0.264
Epoch  38 Batch   66/134 - Train Accuracy:  0.768, Validation Accuracy:  0.767, Loss:  0.254
Epoch  38 Batch   67/134 - Train Accuracy:  0.726, Validation Accuracy:  0.767, Loss:  0.283
Epoch  38 Batch   68/134 - Train Accuracy:  0.749, Validation Accuracy:  0.763, Loss:  0.276
Epoch  38 Batch   69/134 - Train Accuracy:  0.761, Validation Accuracy:  0.765, Loss:  0.268
Epoch  38 Batch   70/134 - Train Accuracy:  0.760, Validation Accuracy:  0.768, Loss:  0.256
Epoch  38 Batch   71/134 - Train Accuracy:  0.766, Validation Accuracy:  0.771, Loss:  0.252
Epoch  38 Batch   72/134 - Train Accuracy:  0.767, Validation Accuracy:  0.770, Loss:  0.259
Epoch  38 Batch   73/134 - Train Accuracy:  0.768, Validation Accuracy:  0.770, Loss:  0.255
Epoch  38 Batch   74/134 - Train Accuracy:  0.762, Validation Accuracy:  0.770, Loss:  0.267
Epoch  38 Batch   75/134 - Train Accuracy:  0.770, Validation Accuracy:  0.771, Loss:  0.257
Epoch  38 Batch   76/134 - Train Accuracy:  0.772, Validation Accuracy:  0.769, Loss:  0.256
Epoch  38 Batch   77/134 - Train Accuracy:  0.768, Validation Accuracy:  0.770, Loss:  0.249
Epoch  38 Batch   78/134 - Train Accuracy:  0.759, Validation Accuracy:  0.768, Loss:  0.262
Epoch  38 Batch   79/134 - Train Accuracy:  0.760, Validation Accuracy:  0.771, Loss:  0.259
Epoch  38 Batch   80/134 - Train Accuracy:  0.767, Validation Accuracy:  0.767, Loss:  0.262
Epoch  38 Batch   81/134 - Train Accuracy:  0.767, Validation Accuracy:  0.767, Loss:  0.260
Epoch  38 Batch   82/134 - Train Accuracy:  0.774, Validation Accuracy:  0.770, Loss:  0.247
Epoch  38 Batch   83/134 - Train Accuracy:  0.765, Validation Accuracy:  0.773, Loss:  0.264
Epoch  38 Batch   84/134 - Train Accuracy:  0.763, Validation Accuracy:  0.771, Loss:  0.261
Epoch  38 Batch   85/134 - Train Accuracy:  0.765, Validation Accuracy:  0.776, Loss:  0.268
Epoch  38 Batch   86/134 - Train Accuracy:  0.761, Validation Accuracy:  0.774, Loss:  0.259
Epoch  38 Batch   87/134 - Train Accuracy:  0.758, Validation Accuracy:  0.768, Loss:  0.272
Epoch  38 Batch   88/134 - Train Accuracy:  0.771, Validation Accuracy:  0.771, Loss:  0.249
Epoch  38 Batch   89/134 - Train Accuracy:  0.758, Validation Accuracy:  0.771, Loss:  0.256
Epoch  38 Batch   90/134 - Train Accuracy:  0.763, Validation Accuracy:  0.773, Loss:  0.259
Epoch  38 Batch   91/134 - Train Accuracy:  0.799, Validation Accuracy:  0.774, Loss:  0.225
Epoch  38 Batch   92/134 - Train Accuracy:  0.772, Validation Accuracy:  0.776, Loss:  0.256
Epoch  38 Batch   93/134 - Train Accuracy:  0.776, Validation Accuracy:  0.769, Loss:  0.259
Epoch  38 Batch   94/134 - Train Accuracy:  0.768, Validation Accuracy:  0.768, Loss:  0.253
Epoch  38 Batch   95/134 - Train Accuracy:  0.768, Validation Accuracy:  0.768, Loss:  0.256
Epoch  38 Batch   96/134 - Train Accuracy:  0.776, Validation Accuracy:  0.767, Loss:  0.256
Epoch  38 Batch   97/134 - Train Accuracy:  0.759, Validation Accuracy:  0.772, Loss:  0.258
Epoch  38 Batch   98/134 - Train Accuracy:  0.748, Validation Accuracy:  0.772, Loss:  0.274
Epoch  38 Batch   99/134 - Train Accuracy:  0.762, Validation Accuracy:  0.768, Loss:  0.263
Epoch  38 Batch  100/134 - Train Accuracy:  0.755, Validation Accuracy:  0.768, Loss:  0.261
Epoch  38 Batch  101/134 - Train Accuracy:  0.747, Validation Accuracy:  0.769, Loss:  0.273
Epoch  38 Batch  102/134 - Train Accuracy:  0.756, Validation Accuracy:  0.766, Loss:  0.264
Epoch  38 Batch  103/134 - Train Accuracy:  0.787, Validation Accuracy:  0.769, Loss:  0.249
Epoch  38 Batch  104/134 - Train Accuracy:  0.778, Validation Accuracy:  0.770, Loss:  0.251
Epoch  38 Batch  105/134 - Train Accuracy:  0.764, Validation Accuracy:  0.768, Loss:  0.260
Epoch  38 Batch  106/134 - Train Accuracy:  0.769, Validation Accuracy:  0.768, Loss:  0.259
Epoch  38 Batch  107/134 - Train Accuracy:  0.776, Validation Accuracy:  0.770, Loss:  0.254
Epoch  38 Batch  108/134 - Train Accuracy:  0.746, Validation Accuracy:  0.769, Loss:  0.269
Epoch  38 Batch  109/134 - Train Accuracy:  0.775, Validation Accuracy:  0.773, Loss:  0.250
Epoch  38 Batch  110/134 - Train Accuracy:  0.787, Validation Accuracy:  0.772, Loss:  0.257
Epoch  38 Batch  111/134 - Train Accuracy:  0.757, Validation Accuracy:  0.765, Loss:  0.263
Epoch  38 Batch  112/134 - Train Accuracy:  0.774, Validation Accuracy:  0.769, Loss:  0.252
Epoch  38 Batch  113/134 - Train Accuracy:  0.793, Validation Accuracy:  0.771, Loss:  0.233
Epoch  38 Batch  114/134 - Train Accuracy:  0.752, Validation Accuracy:  0.768, Loss:  0.262
Epoch  38 Batch  115/134 - Train Accuracy:  0.749, Validation Accuracy:  0.771, Loss:  0.276
Epoch  38 Batch  116/134 - Train Accuracy:  0.775, Validation Accuracy:  0.770, Loss:  0.261
Epoch  38 Batch  117/134 - Train Accuracy:  0.777, Validation Accuracy:  0.767, Loss:  0.251
Epoch  38 Batch  118/134 - Train Accuracy:  0.756, Validation Accuracy:  0.767, Loss:  0.256
Epoch  38 Batch  119/134 - Train Accuracy:  0.790, Validation Accuracy:  0.768, Loss:  0.231
Epoch  38 Batch  120/134 - Train Accuracy:  0.768, Validation Accuracy:  0.770, Loss:  0.261
Epoch  38 Batch  121/134 - Train Accuracy:  0.765, Validation Accuracy:  0.771, Loss:  0.254
Epoch  38 Batch  122/134 - Train Accuracy:  0.761, Validation Accuracy:  0.771, Loss:  0.260
Epoch  38 Batch  123/134 - Train Accuracy:  0.772, Validation Accuracy:  0.768, Loss:  0.251
Epoch  38 Batch  124/134 - Train Accuracy:  0.790, Validation Accuracy:  0.770, Loss:  0.237
Epoch  38 Batch  125/134 - Train Accuracy:  0.769, Validation Accuracy:  0.769, Loss:  0.254
Epoch  38 Batch  126/134 - Train Accuracy:  0.747, Validation Accuracy:  0.766, Loss:  0.269
Epoch  38 Batch  127/134 - Train Accuracy:  0.769, Validation Accuracy:  0.771, Loss:  0.248
Epoch  38 Batch  128/134 - Train Accuracy:  0.756, Validation Accuracy:  0.771, Loss:  0.265
Epoch  38 Batch  129/134 - Train Accuracy:  0.768, Validation Accuracy:  0.769, Loss:  0.261
Epoch  38 Batch  130/134 - Train Accuracy:  0.764, Validation Accuracy:  0.771, Loss:  0.257
Epoch  38 Batch  131/134 - Train Accuracy:  0.757, Validation Accuracy:  0.772, Loss:  0.271
Epoch  38 Batch  132/134 - Train Accuracy:  0.768, Validation Accuracy:  0.768, Loss:  0.255
Epoch  39 Batch    0/134 - Train Accuracy:  0.759, Validation Accuracy:  0.767, Loss:  0.256
Epoch  39 Batch    1/134 - Train Accuracy:  0.760, Validation Accuracy:  0.770, Loss:  0.271
Epoch  39 Batch    2/134 - Train Accuracy:  0.763, Validation Accuracy:  0.765, Loss:  0.253
Epoch  39 Batch    3/134 - Train Accuracy:  0.762, Validation Accuracy:  0.767, Loss:  0.254
Epoch  39 Batch    4/134 - Train Accuracy:  0.758, Validation Accuracy:  0.769, Loss:  0.262
Epoch  39 Batch    5/134 - Train Accuracy:  0.757, Validation Accuracy:  0.770, Loss:  0.263
Epoch  39 Batch    6/134 - Train Accuracy:  0.772, Validation Accuracy:  0.765, Loss:  0.243
Epoch  39 Batch    7/134 - Train Accuracy:  0.764, Validation Accuracy:  0.766, Loss:  0.253
Epoch  39 Batch    8/134 - Train Accuracy:  0.773, Validation Accuracy:  0.774, Loss:  0.253
Epoch  39 Batch    9/134 - Train Accuracy:  0.784, Validation Accuracy:  0.770, Loss:  0.241
Epoch  39 Batch   10/134 - Train Accuracy:  0.761, Validation Accuracy:  0.767, Loss:  0.257
Epoch  39 Batch   11/134 - Train Accuracy:  0.768, Validation Accuracy:  0.768, Loss:  0.253
Epoch  39 Batch   12/134 - Train Accuracy:  0.779, Validation Accuracy:  0.771, Loss:  0.245
Epoch  39 Batch   13/134 - Train Accuracy:  0.750, Validation Accuracy:  0.769, Loss:  0.264
Epoch  39 Batch   14/134 - Train Accuracy:  0.761, Validation Accuracy:  0.769, Loss:  0.259
Epoch  39 Batch   15/134 - Train Accuracy:  0.766, Validation Accuracy:  0.771, Loss:  0.248
Epoch  39 Batch   16/134 - Train Accuracy:  0.772, Validation Accuracy:  0.766, Loss:  0.248
Epoch  39 Batch   17/134 - Train Accuracy:  0.765, Validation Accuracy:  0.770, Loss:  0.263
Epoch  39 Batch   18/134 - Train Accuracy:  0.774, Validation Accuracy:  0.771, Loss:  0.255
Epoch  39 Batch   19/134 - Train Accuracy:  0.765, Validation Accuracy:  0.771, Loss:  0.258
Epoch  39 Batch   20/134 - Train Accuracy:  0.777, Validation Accuracy:  0.770, Loss:  0.246
Epoch  39 Batch   21/134 - Train Accuracy:  0.771, Validation Accuracy:  0.773, Loss:  0.252
Epoch  39 Batch   22/134 - Train Accuracy:  0.759, Validation Accuracy:  0.769, Loss:  0.260
Epoch  39 Batch   23/134 - Train Accuracy:  0.791, Validation Accuracy:  0.769, Loss:  0.238
Epoch  39 Batch   24/134 - Train Accuracy:  0.759, Validation Accuracy:  0.772, Loss:  0.263
Epoch  39 Batch   25/134 - Train Accuracy:  0.764, Validation Accuracy:  0.771, Loss:  0.249
Epoch  39 Batch   26/134 - Train Accuracy:  0.765, Validation Accuracy:  0.771, Loss:  0.266
Epoch  39 Batch   27/134 - Train Accuracy:  0.772, Validation Accuracy:  0.772, Loss:  0.257
Epoch  39 Batch   28/134 - Train Accuracy:  0.772, Validation Accuracy:  0.772, Loss:  0.261
Epoch  39 Batch   29/134 - Train Accuracy:  0.782, Validation Accuracy:  0.769, Loss:  0.236
Epoch  39 Batch   30/134 - Train Accuracy:  0.779, Validation Accuracy:  0.772, Loss:  0.241
Epoch  39 Batch   31/134 - Train Accuracy:  0.768, Validation Accuracy:  0.770, Loss:  0.254
Epoch  39 Batch   32/134 - Train Accuracy:  0.777, Validation Accuracy:  0.768, Loss:  0.246
Epoch  39 Batch   33/134 - Train Accuracy:  0.749, Validation Accuracy:  0.768, Loss:  0.267
Epoch  39 Batch   34/134 - Train Accuracy:  0.766, Validation Accuracy:  0.770, Loss:  0.267
Epoch  39 Batch   35/134 - Train Accuracy:  0.777, Validation Accuracy:  0.769, Loss:  0.255
Epoch  39 Batch   36/134 - Train Accuracy:  0.770, Validation Accuracy:  0.769, Loss:  0.251
Epoch  39 Batch   37/134 - Train Accuracy:  0.759, Validation Accuracy:  0.774, Loss:  0.259
Epoch  39 Batch   38/134 - Train Accuracy:  0.778, Validation Accuracy:  0.769, Loss:  0.250
Epoch  39 Batch   39/134 - Train Accuracy:  0.768, Validation Accuracy:  0.775, Loss:  0.256
Epoch  39 Batch   40/134 - Train Accuracy:  0.773, Validation Accuracy:  0.772, Loss:  0.253
Epoch  39 Batch   41/134 - Train Accuracy:  0.767, Validation Accuracy:  0.767, Loss:  0.265
Epoch  39 Batch   42/134 - Train Accuracy:  0.768, Validation Accuracy:  0.773, Loss:  0.252
Epoch  39 Batch   43/134 - Train Accuracy:  0.753, Validation Accuracy:  0.769, Loss:  0.259
Epoch  39 Batch   44/134 - Train Accuracy:  0.752, Validation Accuracy:  0.769, Loss:  0.253
Epoch  39 Batch   45/134 - Train Accuracy:  0.777, Validation Accuracy:  0.769, Loss:  0.248
Epoch  39 Batch   46/134 - Train Accuracy:  0.765, Validation Accuracy:  0.770, Loss:  0.249
Epoch  39 Batch   47/134 - Train Accuracy:  0.757, Validation Accuracy:  0.769, Loss:  0.257
Epoch  39 Batch   48/134 - Train Accuracy:  0.758, Validation Accuracy:  0.772, Loss:  0.252
Epoch  39 Batch   49/134 - Train Accuracy:  0.781, Validation Accuracy:  0.767, Loss:  0.252
Epoch  39 Batch   50/134 - Train Accuracy:  0.763, Validation Accuracy:  0.765, Loss:  0.253
Epoch  39 Batch   51/134 - Train Accuracy:  0.766, Validation Accuracy:  0.772, Loss:  0.249
Epoch  39 Batch   52/134 - Train Accuracy:  0.762, Validation Accuracy:  0.766, Loss:  0.252
Epoch  39 Batch   53/134 - Train Accuracy:  0.765, Validation Accuracy:  0.772, Loss:  0.250
Epoch  39 Batch   54/134 - Train Accuracy:  0.766, Validation Accuracy:  0.773, Loss:  0.254
Epoch  39 Batch   55/134 - Train Accuracy:  0.768, Validation Accuracy:  0.773, Loss:  0.261
Epoch  39 Batch   56/134 - Train Accuracy:  0.765, Validation Accuracy:  0.772, Loss:  0.247
Epoch  39 Batch   57/134 - Train Accuracy:  0.771, Validation Accuracy:  0.767, Loss:  0.254
Epoch  39 Batch   58/134 - Train Accuracy:  0.773, Validation Accuracy:  0.770, Loss:  0.250
Epoch  39 Batch   59/134 - Train Accuracy:  0.753, Validation Accuracy:  0.772, Loss:  0.262
Epoch  39 Batch   60/134 - Train Accuracy:  0.765, Validation Accuracy:  0.770, Loss:  0.248
Epoch  39 Batch   61/134 - Train Accuracy:  0.763, Validation Accuracy:  0.770, Loss:  0.247
Epoch  39 Batch   62/134 - Train Accuracy:  0.759, Validation Accuracy:  0.770, Loss:  0.253
Epoch  39 Batch   63/134 - Train Accuracy:  0.769, Validation Accuracy:  0.770, Loss:  0.248
Epoch  39 Batch   64/134 - Train Accuracy:  0.771, Validation Accuracy:  0.769, Loss:  0.251
Epoch  39 Batch   65/134 - Train Accuracy:  0.756, Validation Accuracy:  0.770, Loss:  0.255
Epoch  39 Batch   66/134 - Train Accuracy:  0.770, Validation Accuracy:  0.768, Loss:  0.244
Epoch  39 Batch   67/134 - Train Accuracy:  0.739, Validation Accuracy:  0.768, Loss:  0.273
Epoch  39 Batch   68/134 - Train Accuracy:  0.754, Validation Accuracy:  0.769, Loss:  0.266
Epoch  39 Batch   69/134 - Train Accuracy:  0.767, Validation Accuracy:  0.768, Loss:  0.258
Epoch  39 Batch   70/134 - Train Accuracy:  0.762, Validation Accuracy:  0.771, Loss:  0.247
Epoch  39 Batch   71/134 - Train Accuracy:  0.770, Validation Accuracy:  0.772, Loss:  0.243
Epoch  39 Batch   72/134 - Train Accuracy:  0.772, Validation Accuracy:  0.772, Loss:  0.250
Epoch  39 Batch   73/134 - Train Accuracy:  0.774, Validation Accuracy:  0.772, Loss:  0.246
Epoch  39 Batch   74/134 - Train Accuracy:  0.766, Validation Accuracy:  0.772, Loss:  0.258
Epoch  39 Batch   75/134 - Train Accuracy:  0.774, Validation Accuracy:  0.774, Loss:  0.247
Epoch  39 Batch   76/134 - Train Accuracy:  0.775, Validation Accuracy:  0.771, Loss:  0.247
Epoch  39 Batch   77/134 - Train Accuracy:  0.773, Validation Accuracy:  0.772, Loss:  0.240
Epoch  39 Batch   78/134 - Train Accuracy:  0.766, Validation Accuracy:  0.772, Loss:  0.254
Epoch  39 Batch   79/134 - Train Accuracy:  0.766, Validation Accuracy:  0.776, Loss:  0.249
Epoch  39 Batch   80/134 - Train Accuracy:  0.770, Validation Accuracy:  0.773, Loss:  0.253
Epoch  39 Batch   81/134 - Train Accuracy:  0.771, Validation Accuracy:  0.772, Loss:  0.251
Epoch  39 Batch   82/134 - Train Accuracy:  0.781, Validation Accuracy:  0.775, Loss:  0.238
Epoch  39 Batch   83/134 - Train Accuracy:  0.769, Validation Accuracy:  0.772, Loss:  0.254
Epoch  39 Batch   84/134 - Train Accuracy:  0.767, Validation Accuracy:  0.775, Loss:  0.252
Epoch  39 Batch   85/134 - Train Accuracy:  0.766, Validation Accuracy:  0.775, Loss:  0.258
Epoch  39 Batch   86/134 - Train Accuracy:  0.766, Validation Accuracy:  0.774, Loss:  0.250
Epoch  39 Batch   87/134 - Train Accuracy:  0.765, Validation Accuracy:  0.771, Loss:  0.263
Epoch  39 Batch   88/134 - Train Accuracy:  0.774, Validation Accuracy:  0.774, Loss:  0.240
Epoch  39 Batch   89/134 - Train Accuracy:  0.766, Validation Accuracy:  0.774, Loss:  0.247
Epoch  39 Batch   90/134 - Train Accuracy:  0.768, Validation Accuracy:  0.777, Loss:  0.250
Epoch  39 Batch   91/134 - Train Accuracy:  0.804, Validation Accuracy:  0.775, Loss:  0.216
Epoch  39 Batch   92/134 - Train Accuracy:  0.777, Validation Accuracy:  0.777, Loss:  0.247
Epoch  39 Batch   93/134 - Train Accuracy:  0.781, Validation Accuracy:  0.772, Loss:  0.250
Epoch  39 Batch   94/134 - Train Accuracy:  0.773, Validation Accuracy:  0.773, Loss:  0.244
Epoch  39 Batch   95/134 - Train Accuracy:  0.774, Validation Accuracy:  0.777, Loss:  0.247
Epoch  39 Batch   96/134 - Train Accuracy:  0.783, Validation Accuracy:  0.768, Loss:  0.246
Epoch  39 Batch   97/134 - Train Accuracy:  0.761, Validation Accuracy:  0.775, Loss:  0.249
Epoch  39 Batch   98/134 - Train Accuracy:  0.750, Validation Accuracy:  0.773, Loss:  0.266
Epoch  39 Batch   99/134 - Train Accuracy:  0.767, Validation Accuracy:  0.773, Loss:  0.254
Epoch  39 Batch  100/134 - Train Accuracy:  0.761, Validation Accuracy:  0.772, Loss:  0.252
Epoch  39 Batch  101/134 - Train Accuracy:  0.754, Validation Accuracy:  0.772, Loss:  0.264
Epoch  39 Batch  102/134 - Train Accuracy:  0.763, Validation Accuracy:  0.773, Loss:  0.253
Epoch  39 Batch  103/134 - Train Accuracy:  0.788, Validation Accuracy:  0.771, Loss:  0.240
Epoch  39 Batch  104/134 - Train Accuracy:  0.783, Validation Accuracy:  0.773, Loss:  0.242
Epoch  39 Batch  105/134 - Train Accuracy:  0.769, Validation Accuracy:  0.775, Loss:  0.250
Epoch  39 Batch  106/134 - Train Accuracy:  0.771, Validation Accuracy:  0.768, Loss:  0.251
Epoch  39 Batch  107/134 - Train Accuracy:  0.780, Validation Accuracy:  0.776, Loss:  0.247
Epoch  39 Batch  108/134 - Train Accuracy:  0.750, Validation Accuracy:  0.771, Loss:  0.260
Epoch  39 Batch  109/134 - Train Accuracy:  0.782, Validation Accuracy:  0.776, Loss:  0.242
Epoch  39 Batch  110/134 - Train Accuracy:  0.786, Validation Accuracy:  0.771, Loss:  0.250
Epoch  39 Batch  111/134 - Train Accuracy:  0.770, Validation Accuracy:  0.775, Loss:  0.253
Epoch  39 Batch  112/134 - Train Accuracy:  0.775, Validation Accuracy:  0.772, Loss:  0.242
Epoch  39 Batch  113/134 - Train Accuracy:  0.796, Validation Accuracy:  0.772, Loss:  0.225
Epoch  39 Batch  114/134 - Train Accuracy:  0.762, Validation Accuracy:  0.773, Loss:  0.252
Epoch  39 Batch  115/134 - Train Accuracy:  0.743, Validation Accuracy:  0.769, Loss:  0.268
Epoch  39 Batch  116/134 - Train Accuracy:  0.778, Validation Accuracy:  0.773, Loss:  0.257
Epoch  39 Batch  117/134 - Train Accuracy:  0.777, Validation Accuracy:  0.767, Loss:  0.246
Epoch  39 Batch  118/134 - Train Accuracy:  0.764, Validation Accuracy:  0.773, Loss:  0.249
Epoch  39 Batch  119/134 - Train Accuracy:  0.794, Validation Accuracy:  0.772, Loss:  0.223
Epoch  39 Batch  120/134 - Train Accuracy:  0.765, Validation Accuracy:  0.770, Loss:  0.252
Epoch  39 Batch  121/134 - Train Accuracy:  0.771, Validation Accuracy:  0.774, Loss:  0.249
Epoch  39 Batch  122/134 - Train Accuracy:  0.744, Validation Accuracy:  0.763, Loss:  0.260
Epoch  39 Batch  123/134 - Train Accuracy:  0.749, Validation Accuracy:  0.761, Loss:  0.264
Epoch  39 Batch  124/134 - Train Accuracy:  0.769, Validation Accuracy:  0.755, Loss:  0.301
Epoch  39 Batch  125/134 - Train Accuracy:  0.774, Validation Accuracy:  0.773, Loss:  0.272
Epoch  39 Batch  126/134 - Train Accuracy:  0.754, Validation Accuracy:  0.773, Loss:  0.261
Epoch  39 Batch  127/134 - Train Accuracy:  0.756, Validation Accuracy:  0.764, Loss:  0.239
Epoch  39 Batch  128/134 - Train Accuracy:  0.763, Validation Accuracy:  0.775, Loss:  0.264
Epoch  39 Batch  129/134 - Train Accuracy:  0.770, Validation Accuracy:  0.775, Loss:  0.254
Epoch  39 Batch  130/134 - Train Accuracy:  0.760, Validation Accuracy:  0.765, Loss:  0.249
Epoch  39 Batch  131/134 - Train Accuracy:  0.760, Validation Accuracy:  0.777, Loss:  0.268
Epoch  39 Batch  132/134 - Train Accuracy:  0.771, Validation Accuracy:  0.778, Loss:  0.247
Epoch  40 Batch    0/134 - Train Accuracy:  0.759, Validation Accuracy:  0.765, Loss:  0.250
Epoch  40 Batch    1/134 - Train Accuracy:  0.766, Validation Accuracy:  0.773, Loss:  0.266
Epoch  40 Batch    2/134 - Train Accuracy:  0.762, Validation Accuracy:  0.775, Loss:  0.245
Epoch  40 Batch    3/134 - Train Accuracy:  0.762, Validation Accuracy:  0.767, Loss:  0.245
Epoch  40 Batch    4/134 - Train Accuracy:  0.759, Validation Accuracy:  0.769, Loss:  0.254
Epoch  40 Batch    5/134 - Train Accuracy:  0.764, Validation Accuracy:  0.768, Loss:  0.255
Epoch  40 Batch    6/134 - Train Accuracy:  0.773, Validation Accuracy:  0.770, Loss:  0.235
Epoch  40 Batch    7/134 - Train Accuracy:  0.766, Validation Accuracy:  0.770, Loss:  0.245
Epoch  40 Batch    8/134 - Train Accuracy:  0.772, Validation Accuracy:  0.771, Loss:  0.245
Epoch  40 Batch    9/134 - Train Accuracy:  0.786, Validation Accuracy:  0.773, Loss:  0.232
Epoch  40 Batch   10/134 - Train Accuracy:  0.768, Validation Accuracy:  0.773, Loss:  0.248
Epoch  40 Batch   11/134 - Train Accuracy:  0.778, Validation Accuracy:  0.771, Loss:  0.245
Epoch  40 Batch   12/134 - Train Accuracy:  0.782, Validation Accuracy:  0.768, Loss:  0.235
Epoch  40 Batch   13/134 - Train Accuracy:  0.755, Validation Accuracy:  0.770, Loss:  0.255
Epoch  40 Batch   14/134 - Train Accuracy:  0.770, Validation Accuracy:  0.771, Loss:  0.251
Epoch  40 Batch   15/134 - Train Accuracy:  0.769, Validation Accuracy:  0.770, Loss:  0.240
Epoch  40 Batch   16/134 - Train Accuracy:  0.775, Validation Accuracy:  0.772, Loss:  0.240
Epoch  40 Batch   17/134 - Train Accuracy:  0.765, Validation Accuracy:  0.773, Loss:  0.254
Epoch  40 Batch   18/134 - Train Accuracy:  0.779, Validation Accuracy:  0.774, Loss:  0.246
Epoch  40 Batch   19/134 - Train Accuracy:  0.766, Validation Accuracy:  0.775, Loss:  0.250
Epoch  40 Batch   20/134 - Train Accuracy:  0.778, Validation Accuracy:  0.779, Loss:  0.238
Epoch  40 Batch   21/134 - Train Accuracy:  0.770, Validation Accuracy:  0.775, Loss:  0.244
Epoch  40 Batch   22/134 - Train Accuracy:  0.761, Validation Accuracy:  0.774, Loss:  0.251
Epoch  40 Batch   23/134 - Train Accuracy:  0.794, Validation Accuracy:  0.772, Loss:  0.228
Epoch  40 Batch   24/134 - Train Accuracy:  0.764, Validation Accuracy:  0.776, Loss:  0.252
Epoch  40 Batch   25/134 - Train Accuracy:  0.765, Validation Accuracy:  0.776, Loss:  0.240
Epoch  40 Batch   26/134 - Train Accuracy:  0.774, Validation Accuracy:  0.775, Loss:  0.256
Epoch  40 Batch   27/134 - Train Accuracy:  0.781, Validation Accuracy:  0.778, Loss:  0.247
Epoch  40 Batch   28/134 - Train Accuracy:  0.777, Validation Accuracy:  0.776, Loss:  0.251
Epoch  40 Batch   29/134 - Train Accuracy:  0.787, Validation Accuracy:  0.776, Loss:  0.228
Epoch  40 Batch   30/134 - Train Accuracy:  0.787, Validation Accuracy:  0.775, Loss:  0.232
Epoch  40 Batch   31/134 - Train Accuracy:  0.773, Validation Accuracy:  0.775, Loss:  0.245
Epoch  40 Batch   32/134 - Train Accuracy:  0.784, Validation Accuracy:  0.771, Loss:  0.238
Epoch  40 Batch   33/134 - Train Accuracy:  0.756, Validation Accuracy:  0.770, Loss:  0.257
Epoch  40 Batch   34/134 - Train Accuracy:  0.773, Validation Accuracy:  0.770, Loss:  0.254
Epoch  40 Batch   35/134 - Train Accuracy:  0.787, Validation Accuracy:  0.771, Loss:  0.243
Epoch  40 Batch   36/134 - Train Accuracy:  0.772, Validation Accuracy:  0.771, Loss:  0.240
Epoch  40 Batch   37/134 - Train Accuracy:  0.753, Validation Accuracy:  0.772, Loss:  0.250
Epoch  40 Batch   38/134 - Train Accuracy:  0.782, Validation Accuracy:  0.775, Loss:  0.238
Epoch  40 Batch   39/134 - Train Accuracy:  0.773, Validation Accuracy:  0.777, Loss:  0.244
Epoch  40 Batch   40/134 - Train Accuracy:  0.781, Validation Accuracy:  0.771, Loss:  0.243
Epoch  40 Batch   41/134 - Train Accuracy:  0.771, Validation Accuracy:  0.777, Loss:  0.257
Epoch  40 Batch   42/134 - Train Accuracy:  0.775, Validation Accuracy:  0.774, Loss:  0.241
Epoch  40 Batch   43/134 - Train Accuracy:  0.760, Validation Accuracy:  0.771, Loss:  0.248
Epoch  40 Batch   44/134 - Train Accuracy:  0.758, Validation Accuracy:  0.773, Loss:  0.244
Epoch  40 Batch   45/134 - Train Accuracy:  0.778, Validation Accuracy:  0.770, Loss:  0.240
Epoch  40 Batch   46/134 - Train Accuracy:  0.770, Validation Accuracy:  0.770, Loss:  0.239
Epoch  40 Batch   47/134 - Train Accuracy:  0.765, Validation Accuracy:  0.775, Loss:  0.249
Epoch  40 Batch   48/134 - Train Accuracy:  0.763, Validation Accuracy:  0.771, Loss:  0.243
Epoch  40 Batch   49/134 - Train Accuracy:  0.786, Validation Accuracy:  0.771, Loss:  0.242
Epoch  40 Batch   50/134 - Train Accuracy:  0.773, Validation Accuracy:  0.776, Loss:  0.244
Epoch  40 Batch   51/134 - Train Accuracy:  0.769, Validation Accuracy:  0.767, Loss:  0.240
Epoch  40 Batch   52/134 - Train Accuracy:  0.769, Validation Accuracy:  0.774, Loss:  0.242
Epoch  40 Batch   53/134 - Train Accuracy:  0.772, Validation Accuracy:  0.776, Loss:  0.242
Epoch  40 Batch   54/134 - Train Accuracy:  0.771, Validation Accuracy:  0.770, Loss:  0.246
Epoch  40 Batch   55/134 - Train Accuracy:  0.773, Validation Accuracy:  0.778, Loss:  0.253
Epoch  40 Batch   56/134 - Train Accuracy:  0.774, Validation Accuracy:  0.774, Loss:  0.240
Epoch  40 Batch   57/134 - Train Accuracy:  0.772, Validation Accuracy:  0.767, Loss:  0.247
Epoch  40 Batch   58/134 - Train Accuracy:  0.778, Validation Accuracy:  0.775, Loss:  0.241
Epoch  40 Batch   59/134 - Train Accuracy:  0.756, Validation Accuracy:  0.774, Loss:  0.253
Epoch  40 Batch   60/134 - Train Accuracy:  0.767, Validation Accuracy:  0.769, Loss:  0.241
Epoch  40 Batch   61/134 - Train Accuracy:  0.770, Validation Accuracy:  0.775, Loss:  0.239
Epoch  40 Batch   62/134 - Train Accuracy:  0.763, Validation Accuracy:  0.770, Loss:  0.245
Epoch  40 Batch   63/134 - Train Accuracy:  0.773, Validation Accuracy:  0.771, Loss:  0.239
Epoch  40 Batch   64/134 - Train Accuracy:  0.775, Validation Accuracy:  0.772, Loss:  0.242
Epoch  40 Batch   65/134 - Train Accuracy:  0.759, Validation Accuracy:  0.772, Loss:  0.246
Epoch  40 Batch   66/134 - Train Accuracy:  0.779, Validation Accuracy:  0.772, Loss:  0.235
Epoch  40 Batch   67/134 - Train Accuracy:  0.746, Validation Accuracy:  0.774, Loss:  0.264
Epoch  40 Batch   68/134 - Train Accuracy:  0.756, Validation Accuracy:  0.771, Loss:  0.257
Epoch  40 Batch   69/134 - Train Accuracy:  0.770, Validation Accuracy:  0.775, Loss:  0.250
Epoch  40 Batch   70/134 - Train Accuracy:  0.767, Validation Accuracy:  0.774, Loss:  0.239
Epoch  40 Batch   71/134 - Train Accuracy:  0.774, Validation Accuracy:  0.772, Loss:  0.234
Epoch  40 Batch   72/134 - Train Accuracy:  0.778, Validation Accuracy:  0.778, Loss:  0.241
Epoch  40 Batch   73/134 - Train Accuracy:  0.782, Validation Accuracy:  0.774, Loss:  0.238
Epoch  40 Batch   74/134 - Train Accuracy:  0.767, Validation Accuracy:  0.772, Loss:  0.249
Epoch  40 Batch   75/134 - Train Accuracy:  0.781, Validation Accuracy:  0.776, Loss:  0.239
Epoch  40 Batch   76/134 - Train Accuracy:  0.779, Validation Accuracy:  0.773, Loss:  0.238
Epoch  40 Batch   77/134 - Train Accuracy:  0.777, Validation Accuracy:  0.775, Loss:  0.232
Epoch  40 Batch   78/134 - Train Accuracy:  0.777, Validation Accuracy:  0.775, Loss:  0.245
Epoch  40 Batch   79/134 - Train Accuracy:  0.773, Validation Accuracy:  0.776, Loss:  0.241
Epoch  40 Batch   80/134 - Train Accuracy:  0.775, Validation Accuracy:  0.774, Loss:  0.244
Epoch  40 Batch   81/134 - Train Accuracy:  0.773, Validation Accuracy:  0.775, Loss:  0.242
Epoch  40 Batch   82/134 - Train Accuracy:  0.782, Validation Accuracy:  0.778, Loss:  0.230
Epoch  40 Batch   83/134 - Train Accuracy:  0.773, Validation Accuracy:  0.780, Loss:  0.245
Epoch  40 Batch   84/134 - Train Accuracy:  0.769, Validation Accuracy:  0.777, Loss:  0.242
Epoch  40 Batch   85/134 - Train Accuracy:  0.769, Validation Accuracy:  0.775, Loss:  0.249
Epoch  40 Batch   86/134 - Train Accuracy:  0.771, Validation Accuracy:  0.776, Loss:  0.241
Epoch  40 Batch   87/134 - Train Accuracy:  0.767, Validation Accuracy:  0.772, Loss:  0.254
Epoch  40 Batch   88/134 - Train Accuracy:  0.780, Validation Accuracy:  0.777, Loss:  0.232
Epoch  40 Batch   89/134 - Train Accuracy:  0.775, Validation Accuracy:  0.777, Loss:  0.238
Epoch  40 Batch   90/134 - Train Accuracy:  0.770, Validation Accuracy:  0.774, Loss:  0.241
Epoch  40 Batch   91/134 - Train Accuracy:  0.809, Validation Accuracy:  0.778, Loss:  0.209
Epoch  40 Batch   92/134 - Train Accuracy:  0.781, Validation Accuracy:  0.779, Loss:  0.238
Epoch  40 Batch   93/134 - Train Accuracy:  0.784, Validation Accuracy:  0.774, Loss:  0.241
Epoch  40 Batch   94/134 - Train Accuracy:  0.777, Validation Accuracy:  0.774, Loss:  0.236
Epoch  40 Batch   95/134 - Train Accuracy:  0.776, Validation Accuracy:  0.778, Loss:  0.238
Epoch  40 Batch   96/134 - Train Accuracy:  0.784, Validation Accuracy:  0.770, Loss:  0.237
Epoch  40 Batch   97/134 - Train Accuracy:  0.769, Validation Accuracy:  0.776, Loss:  0.240
Epoch  40 Batch   98/134 - Train Accuracy:  0.754, Validation Accuracy:  0.774, Loss:  0.257
Epoch  40 Batch   99/134 - Train Accuracy:  0.772, Validation Accuracy:  0.780, Loss:  0.245
Epoch  40 Batch  100/134 - Train Accuracy:  0.767, Validation Accuracy:  0.776, Loss:  0.243
Epoch  40 Batch  101/134 - Train Accuracy:  0.761, Validation Accuracy:  0.773, Loss:  0.254
Epoch  40 Batch  102/134 - Train Accuracy:  0.767, Validation Accuracy:  0.776, Loss:  0.244
Epoch  40 Batch  103/134 - Train Accuracy:  0.794, Validation Accuracy:  0.773, Loss:  0.232
Epoch  40 Batch  104/134 - Train Accuracy:  0.788, Validation Accuracy:  0.773, Loss:  0.233
Epoch  40 Batch  105/134 - Train Accuracy:  0.776, Validation Accuracy:  0.773, Loss:  0.242
Epoch  40 Batch  106/134 - Train Accuracy:  0.774, Validation Accuracy:  0.769, Loss:  0.242
Epoch  40 Batch  107/134 - Train Accuracy:  0.785, Validation Accuracy:  0.781, Loss:  0.237
Epoch  40 Batch  108/134 - Train Accuracy:  0.759, Validation Accuracy:  0.773, Loss:  0.250
Epoch  40 Batch  109/134 - Train Accuracy:  0.785, Validation Accuracy:  0.778, Loss:  0.232
Epoch  40 Batch  110/134 - Train Accuracy:  0.796, Validation Accuracy:  0.778, Loss:  0.239
Epoch  40 Batch  111/134 - Train Accuracy:  0.769, Validation Accuracy:  0.771, Loss:  0.244
Epoch  40 Batch  112/134 - Train Accuracy:  0.777, Validation Accuracy:  0.772, Loss:  0.233
Epoch  40 Batch  113/134 - Train Accuracy:  0.796, Validation Accuracy:  0.775, Loss:  0.217
Epoch  40 Batch  114/134 - Train Accuracy:  0.762, Validation Accuracy:  0.774, Loss:  0.243
Epoch  40 Batch  115/134 - Train Accuracy:  0.759, Validation Accuracy:  0.773, Loss:  0.256
Epoch  40 Batch  116/134 - Train Accuracy:  0.782, Validation Accuracy:  0.776, Loss:  0.243
Epoch  40 Batch  117/134 - Train Accuracy:  0.783, Validation Accuracy:  0.772, Loss:  0.233
Epoch  40 Batch  118/134 - Train Accuracy:  0.773, Validation Accuracy:  0.772, Loss:  0.238
Epoch  40 Batch  119/134 - Train Accuracy:  0.802, Validation Accuracy:  0.777, Loss:  0.215
Epoch  40 Batch  120/134 - Train Accuracy:  0.776, Validation Accuracy:  0.774, Loss:  0.244
Epoch  40 Batch  121/134 - Train Accuracy:  0.785, Validation Accuracy:  0.780, Loss:  0.237
Epoch  40 Batch  122/134 - Train Accuracy:  0.770, Validation Accuracy:  0.778, Loss:  0.242
Epoch  40 Batch  123/134 - Train Accuracy:  0.781, Validation Accuracy:  0.770, Loss:  0.233
Epoch  40 Batch  124/134 - Train Accuracy:  0.811, Validation Accuracy:  0.780, Loss:  0.220
Epoch  40 Batch  125/134 - Train Accuracy:  0.783, Validation Accuracy:  0.778, Loss:  0.235
Epoch  40 Batch  126/134 - Train Accuracy:  0.760, Validation Accuracy:  0.770, Loss:  0.248
Epoch  40 Batch  127/134 - Train Accuracy:  0.779, Validation Accuracy:  0.780, Loss:  0.230
Epoch  40 Batch  128/134 - Train Accuracy:  0.764, Validation Accuracy:  0.775, Loss:  0.249
Epoch  40 Batch  129/134 - Train Accuracy:  0.774, Validation Accuracy:  0.781, Loss:  0.244
Epoch  40 Batch  130/134 - Train Accuracy:  0.770, Validation Accuracy:  0.775, Loss:  0.239
Epoch  40 Batch  131/134 - Train Accuracy:  0.768, Validation Accuracy:  0.775, Loss:  0.252
Epoch  40 Batch  132/134 - Train Accuracy:  0.776, Validation Accuracy:  0.778, Loss:  0.237
Epoch  41 Batch    0/134 - Train Accuracy:  0.770, Validation Accuracy:  0.770, Loss:  0.239
Epoch  41 Batch    1/134 - Train Accuracy:  0.775, Validation Accuracy:  0.776, Loss:  0.253
Epoch  41 Batch    2/134 - Train Accuracy:  0.774, Validation Accuracy:  0.769, Loss:  0.236
Epoch  41 Batch    3/134 - Train Accuracy:  0.772, Validation Accuracy:  0.773, Loss:  0.237
Epoch  41 Batch    4/134 - Train Accuracy:  0.770, Validation Accuracy:  0.774, Loss:  0.244
Epoch  41 Batch    5/134 - Train Accuracy:  0.768, Validation Accuracy:  0.773, Loss:  0.244
Epoch  41 Batch    6/134 - Train Accuracy:  0.780, Validation Accuracy:  0.778, Loss:  0.225
Epoch  41 Batch    7/134 - Train Accuracy:  0.775, Validation Accuracy:  0.773, Loss:  0.236
Epoch  41 Batch    8/134 - Train Accuracy:  0.778, Validation Accuracy:  0.774, Loss:  0.235
Epoch  41 Batch    9/134 - Train Accuracy:  0.798, Validation Accuracy:  0.776, Loss:  0.222
Epoch  41 Batch   10/134 - Train Accuracy:  0.773, Validation Accuracy:  0.773, Loss:  0.237
Epoch  41 Batch   11/134 - Train Accuracy:  0.784, Validation Accuracy:  0.774, Loss:  0.235
Epoch  41 Batch   12/134 - Train Accuracy:  0.789, Validation Accuracy:  0.775, Loss:  0.226
Epoch  41 Batch   13/134 - Train Accuracy:  0.763, Validation Accuracy:  0.772, Loss:  0.246
Epoch  41 Batch   14/134 - Train Accuracy:  0.776, Validation Accuracy:  0.775, Loss:  0.241
Epoch  41 Batch   15/134 - Train Accuracy:  0.776, Validation Accuracy:  0.773, Loss:  0.229
Epoch  41 Batch   16/134 - Train Accuracy:  0.781, Validation Accuracy:  0.778, Loss:  0.231
Epoch  41 Batch   17/134 - Train Accuracy:  0.772, Validation Accuracy:  0.780, Loss:  0.244
Epoch  41 Batch   18/134 - Train Accuracy:  0.780, Validation Accuracy:  0.778, Loss:  0.236
Epoch  41 Batch   19/134 - Train Accuracy:  0.774, Validation Accuracy:  0.782, Loss:  0.241
Epoch  41 Batch   20/134 - Train Accuracy:  0.790, Validation Accuracy:  0.780, Loss:  0.229
Epoch  41 Batch   21/134 - Train Accuracy:  0.775, Validation Accuracy:  0.781, Loss:  0.236
Epoch  41 Batch   22/134 - Train Accuracy:  0.766, Validation Accuracy:  0.779, Loss:  0.241
Epoch  41 Batch   23/134 - Train Accuracy:  0.802, Validation Accuracy:  0.779, Loss:  0.219
Epoch  41 Batch   24/134 - Train Accuracy:  0.769, Validation Accuracy:  0.778, Loss:  0.243
Epoch  41 Batch   25/134 - Train Accuracy:  0.768, Validation Accuracy:  0.782, Loss:  0.231
Epoch  41 Batch   26/134 - Train Accuracy:  0.776, Validation Accuracy:  0.780, Loss:  0.246
Epoch  41 Batch   27/134 - Train Accuracy:  0.783, Validation Accuracy:  0.777, Loss:  0.238
Epoch  41 Batch   28/134 - Train Accuracy:  0.781, Validation Accuracy:  0.777, Loss:  0.242
Epoch  41 Batch   29/134 - Train Accuracy:  0.791, Validation Accuracy:  0.778, Loss:  0.220
Epoch  41 Batch   30/134 - Train Accuracy:  0.795, Validation Accuracy:  0.775, Loss:  0.223
Epoch  41 Batch   31/134 - Train Accuracy:  0.782, Validation Accuracy:  0.777, Loss:  0.235
Epoch  41 Batch   32/134 - Train Accuracy:  0.784, Validation Accuracy:  0.775, Loss:  0.229
Epoch  41 Batch   33/134 - Train Accuracy:  0.762, Validation Accuracy:  0.768, Loss:  0.247
Epoch  41 Batch   34/134 - Train Accuracy:  0.768, Validation Accuracy:  0.772, Loss:  0.249
Epoch  41 Batch   35/134 - Train Accuracy:  0.746, Validation Accuracy:  0.739, Loss:  0.254
Epoch  41 Batch   36/134 - Train Accuracy:  0.774, Validation Accuracy:  0.775, Loss:  0.328
Epoch  41 Batch   37/134 - Train Accuracy:  0.758, Validation Accuracy:  0.772, Loss:  0.253
Epoch  41 Batch   38/134 - Train Accuracy:  0.729, Validation Accuracy:  0.727, Loss:  0.249
Epoch  41 Batch   39/134 - Train Accuracy:  0.762, Validation Accuracy:  0.769, Loss:  0.363
Epoch  41 Batch   40/134 - Train Accuracy:  0.736, Validation Accuracy:  0.742, Loss:  0.252
Epoch  41 Batch   41/134 - Train Accuracy:  0.690, Validation Accuracy:  0.712, Loss:  0.351
Epoch  41 Batch   42/134 - Train Accuracy:  0.746, Validation Accuracy:  0.747, Loss:  0.402
Epoch  41 Batch   43/134 - Train Accuracy:  0.690, Validation Accuracy:  0.700, Loss:  0.298
Epoch  41 Batch   44/134 - Train Accuracy:  0.744, Validation Accuracy:  0.766, Loss:  0.471
Epoch  41 Batch   45/134 - Train Accuracy:  0.670, Validation Accuracy:  0.668, Loss:  0.281
Epoch  41 Batch   46/134 - Train Accuracy:  0.690, Validation Accuracy:  0.699, Loss:  0.489
Epoch  41 Batch   47/134 - Train Accuracy:  0.679, Validation Accuracy:  0.699, Loss:  0.401
Epoch  41 Batch   48/134 - Train Accuracy:  0.687, Validation Accuracy:  0.703, Loss:  0.349
Epoch  41 Batch   49/134 - Train Accuracy:  0.735, Validation Accuracy:  0.730, Loss:  0.410
Epoch  41 Batch   50/134 - Train Accuracy:  0.666, Validation Accuracy:  0.683, Loss:  0.314
Epoch  41 Batch   51/134 - Train Accuracy:  0.680, Validation Accuracy:  0.683, Loss:  0.382
Epoch  41 Batch   52/134 - Train Accuracy:  0.674, Validation Accuracy:  0.691, Loss:  0.353
Epoch  41 Batch   53/134 - Train Accuracy:  0.686, Validation Accuracy:  0.701, Loss:  0.358
Epoch  41 Batch   54/134 - Train Accuracy:  0.702, Validation Accuracy:  0.707, Loss:  0.342
Epoch  41 Batch   55/134 - Train Accuracy:  0.710, Validation Accuracy:  0.711, Loss:  0.338
Epoch  41 Batch   56/134 - Train Accuracy:  0.690, Validation Accuracy:  0.692, Loss:  0.312
Epoch  41 Batch   57/134 - Train Accuracy:  0.725, Validation Accuracy:  0.725, Loss:  0.350
Epoch  41 Batch   58/134 - Train Accuracy:  0.718, Validation Accuracy:  0.716, Loss:  0.288
Epoch  41 Batch   59/134 - Train Accuracy:  0.717, Validation Accuracy:  0.724, Loss:  0.323
Epoch  41 Batch   60/134 - Train Accuracy:  0.729, Validation Accuracy:  0.729, Loss:  0.299
Epoch  41 Batch   61/134 - Train Accuracy:  0.718, Validation Accuracy:  0.730, Loss:  0.279
Epoch  41 Batch   62/134 - Train Accuracy:  0.717, Validation Accuracy:  0.732, Loss:  0.293
Epoch  41 Batch   63/134 - Train Accuracy:  0.728, Validation Accuracy:  0.733, Loss:  0.283
Epoch  41 Batch   64/134 - Train Accuracy:  0.743, Validation Accuracy:  0.744, Loss:  0.286
Epoch  41 Batch   65/134 - Train Accuracy:  0.726, Validation Accuracy:  0.740, Loss:  0.273
Epoch  41 Batch   66/134 - Train Accuracy:  0.735, Validation Accuracy:  0.743, Loss:  0.277
Epoch  41 Batch   67/134 - Train Accuracy:  0.715, Validation Accuracy:  0.746, Loss:  0.298
Epoch  41 Batch   68/134 - Train Accuracy:  0.715, Validation Accuracy:  0.740, Loss:  0.282
Epoch  41 Batch   69/134 - Train Accuracy:  0.747, Validation Accuracy:  0.753, Loss:  0.276
Epoch  41 Batch   70/134 - Train Accuracy:  0.742, Validation Accuracy:  0.750, Loss:  0.255
Epoch  41 Batch   71/134 - Train Accuracy:  0.755, Validation Accuracy:  0.750, Loss:  0.260
Epoch  41 Batch   72/134 - Train Accuracy:  0.752, Validation Accuracy:  0.754, Loss:  0.259
Epoch  41 Batch   73/134 - Train Accuracy:  0.760, Validation Accuracy:  0.752, Loss:  0.250
Epoch  41 Batch   74/134 - Train Accuracy:  0.739, Validation Accuracy:  0.758, Loss:  0.269
Epoch  41 Batch   75/134 - Train Accuracy:  0.766, Validation Accuracy:  0.759, Loss:  0.255
Epoch  41 Batch   76/134 - Train Accuracy:  0.769, Validation Accuracy:  0.756, Loss:  0.250
Epoch  41 Batch   77/134 - Train Accuracy:  0.749, Validation Accuracy:  0.761, Loss:  0.246
Epoch  41 Batch   78/134 - Train Accuracy:  0.753, Validation Accuracy:  0.767, Loss:  0.261
Epoch  41 Batch   79/134 - Train Accuracy:  0.753, Validation Accuracy:  0.756, Loss:  0.249
Epoch  41 Batch   80/134 - Train Accuracy:  0.754, Validation Accuracy:  0.756, Loss:  0.257
Epoch  41 Batch   81/134 - Train Accuracy:  0.762, Validation Accuracy:  0.766, Loss:  0.254
Epoch  41 Batch   82/134 - Train Accuracy:  0.767, Validation Accuracy:  0.770, Loss:  0.238
Epoch  41 Batch   83/134 - Train Accuracy:  0.757, Validation Accuracy:  0.774, Loss:  0.255
Epoch  41 Batch   84/134 - Train Accuracy:  0.763, Validation Accuracy:  0.766, Loss:  0.248
Epoch  41 Batch   85/134 - Train Accuracy:  0.759, Validation Accuracy:  0.768, Loss:  0.258
Epoch  41 Batch   86/134 - Train Accuracy:  0.760, Validation Accuracy:  0.769, Loss:  0.247
Epoch  41 Batch   87/134 - Train Accuracy:  0.756, Validation Accuracy:  0.770, Loss:  0.259
Epoch  41 Batch   88/134 - Train Accuracy:  0.770, Validation Accuracy:  0.771, Loss:  0.236
Epoch  41 Batch   89/134 - Train Accuracy:  0.772, Validation Accuracy:  0.772, Loss:  0.242
Epoch  41 Batch   90/134 - Train Accuracy:  0.765, Validation Accuracy:  0.772, Loss:  0.246
Epoch  41 Batch   91/134 - Train Accuracy:  0.802, Validation Accuracy:  0.768, Loss:  0.212
Epoch  41 Batch   92/134 - Train Accuracy:  0.770, Validation Accuracy:  0.772, Loss:  0.242
Epoch  41 Batch   93/134 - Train Accuracy:  0.780, Validation Accuracy:  0.774, Loss:  0.243
Epoch  41 Batch   94/134 - Train Accuracy:  0.768, Validation Accuracy:  0.775, Loss:  0.238
Epoch  41 Batch   95/134 - Train Accuracy:  0.765, Validation Accuracy:  0.772, Loss:  0.239
Epoch  41 Batch   96/134 - Train Accuracy:  0.779, Validation Accuracy:  0.772, Loss:  0.238
Epoch  41 Batch   97/134 - Train Accuracy:  0.751, Validation Accuracy:  0.777, Loss:  0.239
Epoch  41 Batch   98/134 - Train Accuracy:  0.752, Validation Accuracy:  0.778, Loss:  0.255
Epoch  41 Batch   99/134 - Train Accuracy:  0.772, Validation Accuracy:  0.778, Loss:  0.245
Epoch  41 Batch  100/134 - Train Accuracy:  0.764, Validation Accuracy:  0.772, Loss:  0.243
Epoch  41 Batch  101/134 - Train Accuracy:  0.753, Validation Accuracy:  0.771, Loss:  0.256
Epoch  41 Batch  102/134 - Train Accuracy:  0.762, Validation Accuracy:  0.776, Loss:  0.242
Epoch  41 Batch  103/134 - Train Accuracy:  0.798, Validation Accuracy:  0.777, Loss:  0.232
Epoch  41 Batch  104/134 - Train Accuracy:  0.782, Validation Accuracy:  0.774, Loss:  0.232
Epoch  41 Batch  105/134 - Train Accuracy:  0.766, Validation Accuracy:  0.777, Loss:  0.242
Epoch  41 Batch  106/134 - Train Accuracy:  0.774, Validation Accuracy:  0.775, Loss:  0.240
Epoch  41 Batch  107/134 - Train Accuracy:  0.783, Validation Accuracy:  0.779, Loss:  0.234
Epoch  41 Batch  108/134 - Train Accuracy:  0.757, Validation Accuracy:  0.772, Loss:  0.248
Epoch  41 Batch  109/134 - Train Accuracy:  0.777, Validation Accuracy:  0.769, Loss:  0.229
Epoch  41 Batch  110/134 - Train Accuracy:  0.792, Validation Accuracy:  0.772, Loss:  0.238
Epoch  41 Batch  111/134 - Train Accuracy:  0.768, Validation Accuracy:  0.777, Loss:  0.243
Epoch  41 Batch  112/134 - Train Accuracy:  0.781, Validation Accuracy:  0.774, Loss:  0.232
Epoch  41 Batch  113/134 - Train Accuracy:  0.793, Validation Accuracy:  0.769, Loss:  0.216
Epoch  41 Batch  114/134 - Train Accuracy:  0.763, Validation Accuracy:  0.774, Loss:  0.242
Epoch  41 Batch  115/134 - Train Accuracy:  0.761, Validation Accuracy:  0.775, Loss:  0.253
Epoch  41 Batch  116/134 - Train Accuracy:  0.784, Validation Accuracy:  0.773, Loss:  0.240
Epoch  41 Batch  117/134 - Train Accuracy:  0.781, Validation Accuracy:  0.776, Loss:  0.230
Epoch  41 Batch  118/134 - Train Accuracy:  0.774, Validation Accuracy:  0.775, Loss:  0.235
Epoch  41 Batch  119/134 - Train Accuracy:  0.798, Validation Accuracy:  0.774, Loss:  0.212
Epoch  41 Batch  120/134 - Train Accuracy:  0.776, Validation Accuracy:  0.774, Loss:  0.240
Epoch  41 Batch  121/134 - Train Accuracy:  0.780, Validation Accuracy:  0.774, Loss:  0.233
Epoch  41 Batch  122/134 - Train Accuracy:  0.767, Validation Accuracy:  0.772, Loss:  0.240
Epoch  41 Batch  123/134 - Train Accuracy:  0.786, Validation Accuracy:  0.775, Loss:  0.230
Epoch  41 Batch  124/134 - Train Accuracy:  0.802, Validation Accuracy:  0.778, Loss:  0.217
Epoch  41 Batch  125/134 - Train Accuracy:  0.783, Validation Accuracy:  0.774, Loss:  0.233
Epoch  41 Batch  126/134 - Train Accuracy:  0.758, Validation Accuracy:  0.778, Loss:  0.244
Epoch  41 Batch  127/134 - Train Accuracy:  0.776, Validation Accuracy:  0.777, Loss:  0.225
Epoch  41 Batch  128/134 - Train Accuracy:  0.767, Validation Accuracy:  0.776, Loss:  0.244
Epoch  41 Batch  129/134 - Train Accuracy:  0.776, Validation Accuracy:  0.773, Loss:  0.238
Epoch  41 Batch  130/134 - Train Accuracy:  0.774, Validation Accuracy:  0.776, Loss:  0.234
Epoch  41 Batch  131/134 - Train Accuracy:  0.763, Validation Accuracy:  0.777, Loss:  0.250
Epoch  41 Batch  132/134 - Train Accuracy:  0.777, Validation Accuracy:  0.776, Loss:  0.234
Epoch  42 Batch    0/134 - Train Accuracy:  0.773, Validation Accuracy:  0.774, Loss:  0.234
Epoch  42 Batch    1/134 - Train Accuracy:  0.771, Validation Accuracy:  0.774, Loss:  0.249
Epoch  42 Batch    2/134 - Train Accuracy:  0.778, Validation Accuracy:  0.772, Loss:  0.230
Epoch  42 Batch    3/134 - Train Accuracy:  0.771, Validation Accuracy:  0.777, Loss:  0.232
Epoch  42 Batch    4/134 - Train Accuracy:  0.769, Validation Accuracy:  0.778, Loss:  0.240
Epoch  42 Batch    5/134 - Train Accuracy:  0.768, Validation Accuracy:  0.776, Loss:  0.241
Epoch  42 Batch    6/134 - Train Accuracy:  0.783, Validation Accuracy:  0.774, Loss:  0.222
Epoch  42 Batch    7/134 - Train Accuracy:  0.782, Validation Accuracy:  0.777, Loss:  0.232
Epoch  42 Batch    8/134 - Train Accuracy:  0.777, Validation Accuracy:  0.775, Loss:  0.232
Epoch  42 Batch    9/134 - Train Accuracy:  0.797, Validation Accuracy:  0.775, Loss:  0.219
Epoch  42 Batch   10/134 - Train Accuracy:  0.771, Validation Accuracy:  0.777, Loss:  0.234
Epoch  42 Batch   11/134 - Train Accuracy:  0.785, Validation Accuracy:  0.778, Loss:  0.229
Epoch  42 Batch   12/134 - Train Accuracy:  0.790, Validation Accuracy:  0.773, Loss:  0.223
Epoch  42 Batch   13/134 - Train Accuracy:  0.763, Validation Accuracy:  0.773, Loss:  0.241
Epoch  42 Batch   14/134 - Train Accuracy:  0.777, Validation Accuracy:  0.779, Loss:  0.237
Epoch  42 Batch   15/134 - Train Accuracy:  0.781, Validation Accuracy:  0.777, Loss:  0.226
Epoch  42 Batch   16/134 - Train Accuracy:  0.779, Validation Accuracy:  0.778, Loss:  0.227
Epoch  42 Batch   17/134 - Train Accuracy:  0.770, Validation Accuracy:  0.780, Loss:  0.242
Epoch  42 Batch   18/134 - Train Accuracy:  0.783, Validation Accuracy:  0.783, Loss:  0.233
Epoch  42 Batch   19/134 - Train Accuracy:  0.773, Validation Accuracy:  0.781, Loss:  0.237
Epoch  42 Batch   20/134 - Train Accuracy:  0.788, Validation Accuracy:  0.778, Loss:  0.225
Epoch  42 Batch   21/134 - Train Accuracy:  0.779, Validation Accuracy:  0.777, Loss:  0.232
Epoch  42 Batch   22/134 - Train Accuracy:  0.768, Validation Accuracy:  0.780, Loss:  0.238
Epoch  42 Batch   23/134 - Train Accuracy:  0.800, Validation Accuracy:  0.778, Loss:  0.216
Epoch  42 Batch   24/134 - Train Accuracy:  0.771, Validation Accuracy:  0.780, Loss:  0.239
Epoch  42 Batch   25/134 - Train Accuracy:  0.772, Validation Accuracy:  0.780, Loss:  0.228
Epoch  42 Batch   26/134 - Train Accuracy:  0.782, Validation Accuracy:  0.782, Loss:  0.241
Epoch  42 Batch   27/134 - Train Accuracy:  0.781, Validation Accuracy:  0.779, Loss:  0.233
Epoch  42 Batch   28/134 - Train Accuracy:  0.777, Validation Accuracy:  0.778, Loss:  0.238
Epoch  42 Batch   29/134 - Train Accuracy:  0.791, Validation Accuracy:  0.778, Loss:  0.217
Epoch  42 Batch   30/134 - Train Accuracy:  0.794, Validation Accuracy:  0.781, Loss:  0.219
Epoch  42 Batch   31/134 - Train Accuracy:  0.783, Validation Accuracy:  0.777, Loss:  0.232
Epoch  42 Batch   32/134 - Train Accuracy:  0.781, Validation Accuracy:  0.777, Loss:  0.225
Epoch  42 Batch   33/134 - Train Accuracy:  0.767, Validation Accuracy:  0.772, Loss:  0.243
Epoch  42 Batch   34/134 - Train Accuracy:  0.780, Validation Accuracy:  0.775, Loss:  0.241
Epoch  42 Batch   35/134 - Train Accuracy:  0.793, Validation Accuracy:  0.773, Loss:  0.231
Epoch  42 Batch   36/134 - Train Accuracy:  0.777, Validation Accuracy:  0.774, Loss:  0.227
Epoch  42 Batch   37/134 - Train Accuracy:  0.758, Validation Accuracy:  0.773, Loss:  0.236
Epoch  42 Batch   38/134 - Train Accuracy:  0.792, Validation Accuracy:  0.775, Loss:  0.226
Epoch  42 Batch   39/134 - Train Accuracy:  0.776, Validation Accuracy:  0.778, Loss:  0.232
Epoch  42 Batch   40/134 - Train Accuracy:  0.783, Validation Accuracy:  0.777, Loss:  0.230
Epoch  42 Batch   41/134 - Train Accuracy:  0.776, Validation Accuracy:  0.779, Loss:  0.243
Epoch  42 Batch   42/134 - Train Accuracy:  0.777, Validation Accuracy:  0.782, Loss:  0.229
Epoch  42 Batch   43/134 - Train Accuracy:  0.777, Validation Accuracy:  0.782, Loss:  0.235
Epoch  42 Batch   44/134 - Train Accuracy:  0.767, Validation Accuracy:  0.777, Loss:  0.230
Epoch  42 Batch   45/134 - Train Accuracy:  0.783, Validation Accuracy:  0.772, Loss:  0.227
Epoch  42 Batch   46/134 - Train Accuracy:  0.780, Validation Accuracy:  0.776, Loss:  0.228
Epoch  42 Batch   47/134 - Train Accuracy:  0.770, Validation Accuracy:  0.778, Loss:  0.235
Epoch  42 Batch   48/134 - Train Accuracy:  0.770, Validation Accuracy:  0.774, Loss:  0.230
Epoch  42 Batch   49/134 - Train Accuracy:  0.795, Validation Accuracy:  0.774, Loss:  0.228
Epoch  42 Batch   50/134 - Train Accuracy:  0.784, Validation Accuracy:  0.777, Loss:  0.231
Epoch  42 Batch   51/134 - Train Accuracy:  0.781, Validation Accuracy:  0.776, Loss:  0.226
Epoch  42 Batch   52/134 - Train Accuracy:  0.774, Validation Accuracy:  0.777, Loss:  0.229
Epoch  42 Batch   53/134 - Train Accuracy:  0.775, Validation Accuracy:  0.779, Loss:  0.228
Epoch  42 Batch   54/134 - Train Accuracy:  0.777, Validation Accuracy:  0.784, Loss:  0.232
Epoch  42 Batch   55/134 - Train Accuracy:  0.781, Validation Accuracy:  0.781, Loss:  0.239
Epoch  42 Batch   56/134 - Train Accuracy:  0.780, Validation Accuracy:  0.784, Loss:  0.225
Epoch  42 Batch   57/134 - Train Accuracy:  0.778, Validation Accuracy:  0.782, Loss:  0.233
Epoch  42 Batch   58/134 - Train Accuracy:  0.782, Validation Accuracy:  0.779, Loss:  0.229
Epoch  42 Batch   59/134 - Train Accuracy:  0.766, Validation Accuracy:  0.779, Loss:  0.239
Epoch  42 Batch   60/134 - Train Accuracy:  0.779, Validation Accuracy:  0.780, Loss:  0.226
Epoch  42 Batch   61/134 - Train Accuracy:  0.773, Validation Accuracy:  0.777, Loss:  0.225
Epoch  42 Batch   62/134 - Train Accuracy:  0.769, Validation Accuracy:  0.777, Loss:  0.233
Epoch  42 Batch   63/134 - Train Accuracy:  0.780, Validation Accuracy:  0.775, Loss:  0.225
Epoch  42 Batch   64/134 - Train Accuracy:  0.782, Validation Accuracy:  0.775, Loss:  0.231
Epoch  42 Batch   65/134 - Train Accuracy:  0.769, Validation Accuracy:  0.774, Loss:  0.232
Epoch  42 Batch   66/134 - Train Accuracy:  0.785, Validation Accuracy:  0.778, Loss:  0.223
Epoch  42 Batch   67/134 - Train Accuracy:  0.754, Validation Accuracy:  0.777, Loss:  0.251
Epoch  42 Batch   68/134 - Train Accuracy:  0.769, Validation Accuracy:  0.774, Loss:  0.243
Epoch  42 Batch   69/134 - Train Accuracy:  0.782, Validation Accuracy:  0.777, Loss:  0.236
Epoch  42 Batch   70/134 - Train Accuracy:  0.775, Validation Accuracy:  0.778, Loss:  0.225
Epoch  42 Batch   71/134 - Train Accuracy:  0.783, Validation Accuracy:  0.772, Loss:  0.223
Epoch  42 Batch   72/134 - Train Accuracy:  0.775, Validation Accuracy:  0.774, Loss:  0.228
Epoch  42 Batch   73/134 - Train Accuracy:  0.786, Validation Accuracy:  0.778, Loss:  0.225
Epoch  42 Batch   74/134 - Train Accuracy:  0.775, Validation Accuracy:  0.781, Loss:  0.237
Epoch  42 Batch   75/134 - Train Accuracy:  0.782, Validation Accuracy:  0.779, Loss:  0.227
Epoch  42 Batch   76/134 - Train Accuracy:  0.785, Validation Accuracy:  0.778, Loss:  0.225
Epoch  42 Batch   77/134 - Train Accuracy:  0.781, Validation Accuracy:  0.780, Loss:  0.218
Epoch  42 Batch   78/134 - Train Accuracy:  0.784, Validation Accuracy:  0.773, Loss:  0.232
Epoch  42 Batch   79/134 - Train Accuracy:  0.775, Validation Accuracy:  0.774, Loss:  0.227
Epoch  42 Batch   80/134 - Train Accuracy:  0.774, Validation Accuracy:  0.780, Loss:  0.231
Epoch  42 Batch   81/134 - Train Accuracy:  0.784, Validation Accuracy:  0.778, Loss:  0.230
Epoch  42 Batch   82/134 - Train Accuracy:  0.792, Validation Accuracy:  0.776, Loss:  0.218
Epoch  42 Batch   83/134 - Train Accuracy:  0.779, Validation Accuracy:  0.783, Loss:  0.232
Epoch  42 Batch   84/134 - Train Accuracy:  0.777, Validation Accuracy:  0.784, Loss:  0.229
Epoch  42 Batch   85/134 - Train Accuracy:  0.773, Validation Accuracy:  0.776, Loss:  0.237
Epoch  42 Batch   86/134 - Train Accuracy:  0.775, Validation Accuracy:  0.777, Loss:  0.227
Epoch  42 Batch   87/134 - Train Accuracy:  0.777, Validation Accuracy:  0.784, Loss:  0.240
Epoch  42 Batch   88/134 - Train Accuracy:  0.789, Validation Accuracy:  0.780, Loss:  0.218
Epoch  42 Batch   89/134 - Train Accuracy:  0.787, Validation Accuracy:  0.775, Loss:  0.226
Epoch  42 Batch   90/134 - Train Accuracy:  0.782, Validation Accuracy:  0.780, Loss:  0.228
Epoch  42 Batch   91/134 - Train Accuracy:  0.817, Validation Accuracy:  0.780, Loss:  0.198
Epoch  42 Batch   92/134 - Train Accuracy:  0.783, Validation Accuracy:  0.781, Loss:  0.224
Epoch  42 Batch   93/134 - Train Accuracy:  0.789, Validation Accuracy:  0.777, Loss:  0.227
Epoch  42 Batch   94/134 - Train Accuracy:  0.779, Validation Accuracy:  0.775, Loss:  0.223
Epoch  42 Batch   95/134 - Train Accuracy:  0.785, Validation Accuracy:  0.780, Loss:  0.225
Epoch  42 Batch   96/134 - Train Accuracy:  0.790, Validation Accuracy:  0.779, Loss:  0.224
Epoch  42 Batch   97/134 - Train Accuracy:  0.774, Validation Accuracy:  0.776, Loss:  0.225
Epoch  42 Batch   98/134 - Train Accuracy:  0.764, Validation Accuracy:  0.781, Loss:  0.241
Epoch  42 Batch   99/134 - Train Accuracy:  0.783, Validation Accuracy:  0.780, Loss:  0.230
Epoch  42 Batch  100/134 - Train Accuracy:  0.768, Validation Accuracy:  0.776, Loss:  0.231
Epoch  42 Batch  101/134 - Train Accuracy:  0.765, Validation Accuracy:  0.776, Loss:  0.242
Epoch  42 Batch  102/134 - Train Accuracy:  0.779, Validation Accuracy:  0.781, Loss:  0.231
Epoch  42 Batch  103/134 - Train Accuracy:  0.800, Validation Accuracy:  0.778, Loss:  0.219
Epoch  42 Batch  104/134 - Train Accuracy:  0.790, Validation Accuracy:  0.776, Loss:  0.219
Epoch  42 Batch  105/134 - Train Accuracy:  0.782, Validation Accuracy:  0.784, Loss:  0.230
Epoch  42 Batch  106/134 - Train Accuracy:  0.783, Validation Accuracy:  0.781, Loss:  0.227
Epoch  42 Batch  107/134 - Train Accuracy:  0.794, Validation Accuracy:  0.779, Loss:  0.223
Epoch  42 Batch  108/134 - Train Accuracy:  0.767, Validation Accuracy:  0.778, Loss:  0.235
Epoch  42 Batch  109/134 - Train Accuracy:  0.789, Validation Accuracy:  0.782, Loss:  0.218
Epoch  42 Batch  110/134 - Train Accuracy:  0.793, Validation Accuracy:  0.780, Loss:  0.226
Epoch  42 Batch  111/134 - Train Accuracy:  0.782, Validation Accuracy:  0.779, Loss:  0.231
Epoch  42 Batch  112/134 - Train Accuracy:  0.788, Validation Accuracy:  0.776, Loss:  0.220
Epoch  42 Batch  113/134 - Train Accuracy:  0.804, Validation Accuracy:  0.779, Loss:  0.206
Epoch  42 Batch  114/134 - Train Accuracy:  0.767, Validation Accuracy:  0.781, Loss:  0.230
Epoch  42 Batch  115/134 - Train Accuracy:  0.760, Validation Accuracy:  0.778, Loss:  0.241
Epoch  42 Batch  116/134 - Train Accuracy:  0.786, Validation Accuracy:  0.777, Loss:  0.229
Epoch  42 Batch  117/134 - Train Accuracy:  0.791, Validation Accuracy:  0.780, Loss:  0.220
Epoch  42 Batch  118/134 - Train Accuracy:  0.783, Validation Accuracy:  0.781, Loss:  0.226
Epoch  42 Batch  119/134 - Train Accuracy:  0.796, Validation Accuracy:  0.776, Loss:  0.202
Epoch  42 Batch  120/134 - Train Accuracy:  0.783, Validation Accuracy:  0.780, Loss:  0.230
Epoch  42 Batch  121/134 - Train Accuracy:  0.788, Validation Accuracy:  0.778, Loss:  0.223
Epoch  42 Batch  122/134 - Train Accuracy:  0.772, Validation Accuracy:  0.778, Loss:  0.230
Epoch  42 Batch  123/134 - Train Accuracy:  0.797, Validation Accuracy:  0.780, Loss:  0.220
Epoch  42 Batch  124/134 - Train Accuracy:  0.809, Validation Accuracy:  0.780, Loss:  0.206
Epoch  42 Batch  125/134 - Train Accuracy:  0.783, Validation Accuracy:  0.780, Loss:  0.223
Epoch  42 Batch  126/134 - Train Accuracy:  0.761, Validation Accuracy:  0.779, Loss:  0.234
Epoch  42 Batch  127/134 - Train Accuracy:  0.784, Validation Accuracy:  0.779, Loss:  0.215
Epoch  42 Batch  128/134 - Train Accuracy:  0.773, Validation Accuracy:  0.782, Loss:  0.233
Epoch  42 Batch  129/134 - Train Accuracy:  0.784, Validation Accuracy:  0.781, Loss:  0.229
Epoch  42 Batch  130/134 - Train Accuracy:  0.778, Validation Accuracy:  0.776, Loss:  0.224
Epoch  42 Batch  131/134 - Train Accuracy:  0.775, Validation Accuracy:  0.777, Loss:  0.239
Epoch  42 Batch  132/134 - Train Accuracy:  0.779, Validation Accuracy:  0.780, Loss:  0.224
Epoch  43 Batch    0/134 - Train Accuracy:  0.778, Validation Accuracy:  0.777, Loss:  0.224
Epoch  43 Batch    1/134 - Train Accuracy:  0.776, Validation Accuracy:  0.772, Loss:  0.238
Epoch  43 Batch    2/134 - Train Accuracy:  0.785, Validation Accuracy:  0.777, Loss:  0.220
Epoch  43 Batch    3/134 - Train Accuracy:  0.780, Validation Accuracy:  0.775, Loss:  0.222
Epoch  43 Batch    4/134 - Train Accuracy:  0.770, Validation Accuracy:  0.777, Loss:  0.231
Epoch  43 Batch    5/134 - Train Accuracy:  0.770, Validation Accuracy:  0.776, Loss:  0.231
Epoch  43 Batch    6/134 - Train Accuracy:  0.790, Validation Accuracy:  0.777, Loss:  0.213
Epoch  43 Batch    7/134 - Train Accuracy:  0.784, Validation Accuracy:  0.775, Loss:  0.223
Epoch  43 Batch    8/134 - Train Accuracy:  0.780, Validation Accuracy:  0.775, Loss:  0.222
Epoch  43 Batch    9/134 - Train Accuracy:  0.798, Validation Accuracy:  0.779, Loss:  0.211
Epoch  43 Batch   10/134 - Train Accuracy:  0.782, Validation Accuracy:  0.782, Loss:  0.224
Epoch  43 Batch   11/134 - Train Accuracy:  0.779, Validation Accuracy:  0.774, Loss:  0.222
Epoch  43 Batch   12/134 - Train Accuracy:  0.797, Validation Accuracy:  0.779, Loss:  0.215
Epoch  43 Batch   13/134 - Train Accuracy:  0.767, Validation Accuracy:  0.780, Loss:  0.232
Epoch  43 Batch   14/134 - Train Accuracy:  0.781, Validation Accuracy:  0.780, Loss:  0.229
Epoch  43 Batch   15/134 - Train Accuracy:  0.783, Validation Accuracy:  0.774, Loss:  0.216
Epoch  43 Batch   16/134 - Train Accuracy:  0.790, Validation Accuracy:  0.783, Loss:  0.219
Epoch  43 Batch   17/134 - Train Accuracy:  0.781, Validation Accuracy:  0.783, Loss:  0.232
Epoch  43 Batch   18/134 - Train Accuracy:  0.787, Validation Accuracy:  0.781, Loss:  0.224
Epoch  43 Batch   19/134 - Train Accuracy:  0.781, Validation Accuracy:  0.782, Loss:  0.228
Epoch  43 Batch   20/134 - Train Accuracy:  0.793, Validation Accuracy:  0.785, Loss:  0.217
Epoch  43 Batch   21/134 - Train Accuracy:  0.786, Validation Accuracy:  0.784, Loss:  0.223
Epoch  43 Batch   22/134 - Train Accuracy:  0.771, Validation Accuracy:  0.783, Loss:  0.228
Epoch  43 Batch   23/134 - Train Accuracy:  0.805, Validation Accuracy:  0.786, Loss:  0.208
Epoch  43 Batch   24/134 - Train Accuracy:  0.779, Validation Accuracy:  0.781, Loss:  0.230
Epoch  43 Batch   25/134 - Train Accuracy:  0.775, Validation Accuracy:  0.785, Loss:  0.219
Epoch  43 Batch   26/134 - Train Accuracy:  0.782, Validation Accuracy:  0.783, Loss:  0.232
Epoch  43 Batch   27/134 - Train Accuracy:  0.789, Validation Accuracy:  0.783, Loss:  0.225
Epoch  43 Batch   28/134 - Train Accuracy:  0.780, Validation Accuracy:  0.783, Loss:  0.228
Epoch  43 Batch   29/134 - Train Accuracy:  0.802, Validation Accuracy:  0.785, Loss:  0.208
Epoch  43 Batch   30/134 - Train Accuracy:  0.800, Validation Accuracy:  0.783, Loss:  0.211
Epoch  43 Batch   31/134 - Train Accuracy:  0.788, Validation Accuracy:  0.780, Loss:  0.223
Epoch  43 Batch   32/134 - Train Accuracy:  0.792, Validation Accuracy:  0.782, Loss:  0.217
Epoch  43 Batch   33/134 - Train Accuracy:  0.766, Validation Accuracy:  0.775, Loss:  0.234
Epoch  43 Batch   34/134 - Train Accuracy:  0.783, Validation Accuracy:  0.775, Loss:  0.232
Epoch  43 Batch   35/134 - Train Accuracy:  0.801, Validation Accuracy:  0.778, Loss:  0.223
Epoch  43 Batch   36/134 - Train Accuracy:  0.785, Validation Accuracy:  0.777, Loss:  0.219
Epoch  43 Batch   37/134 - Train Accuracy:  0.766, Validation Accuracy:  0.774, Loss:  0.226
Epoch  43 Batch   38/134 - Train Accuracy:  0.793, Validation Accuracy:  0.782, Loss:  0.217
Epoch  43 Batch   39/134 - Train Accuracy:  0.782, Validation Accuracy:  0.782, Loss:  0.223
Epoch  43 Batch   40/134 - Train Accuracy:  0.787, Validation Accuracy:  0.778, Loss:  0.222
Epoch  43 Batch   41/134 - Train Accuracy:  0.777, Validation Accuracy:  0.779, Loss:  0.235
Epoch  43 Batch   42/134 - Train Accuracy:  0.785, Validation Accuracy:  0.781, Loss:  0.219
Epoch  43 Batch   43/134 - Train Accuracy:  0.779, Validation Accuracy:  0.782, Loss:  0.227
Epoch  43 Batch   44/134 - Train Accuracy:  0.771, Validation Accuracy:  0.778, Loss:  0.220
Epoch  43 Batch   45/134 - Train Accuracy:  0.791, Validation Accuracy:  0.779, Loss:  0.218
Epoch  43 Batch   46/134 - Train Accuracy:  0.788, Validation Accuracy:  0.780, Loss:  0.219
Epoch  43 Batch   47/134 - Train Accuracy:  0.774, Validation Accuracy:  0.772, Loss:  0.226
Epoch  43 Batch   48/134 - Train Accuracy:  0.778, Validation Accuracy:  0.777, Loss:  0.221
Epoch  43 Batch   49/134 - Train Accuracy:  0.801, Validation Accuracy:  0.780, Loss:  0.219
Epoch  43 Batch   50/134 - Train Accuracy:  0.787, Validation Accuracy:  0.779, Loss:  0.222
Epoch  43 Batch   51/134 - Train Accuracy:  0.786, Validation Accuracy:  0.776, Loss:  0.216
Epoch  43 Batch   52/134 - Train Accuracy:  0.780, Validation Accuracy:  0.785, Loss:  0.220
Epoch  43 Batch   53/134 - Train Accuracy:  0.782, Validation Accuracy:  0.788, Loss:  0.219
Epoch  43 Batch   54/134 - Train Accuracy:  0.782, Validation Accuracy:  0.783, Loss:  0.223
Epoch  43 Batch   55/134 - Train Accuracy:  0.784, Validation Accuracy:  0.785, Loss:  0.231
Epoch  43 Batch   56/134 - Train Accuracy:  0.786, Validation Accuracy:  0.787, Loss:  0.217
Epoch  43 Batch   57/134 - Train Accuracy:  0.784, Validation Accuracy:  0.782, Loss:  0.225
Epoch  43 Batch   58/134 - Train Accuracy:  0.783, Validation Accuracy:  0.780, Loss:  0.222
Epoch  43 Batch   59/134 - Train Accuracy:  0.769, Validation Accuracy:  0.783, Loss:  0.229
Epoch  43 Batch   60/134 - Train Accuracy:  0.781, Validation Accuracy:  0.782, Loss:  0.218
Epoch  43 Batch   61/134 - Train Accuracy:  0.783, Validation Accuracy:  0.777, Loss:  0.216
Epoch  43 Batch   62/134 - Train Accuracy:  0.773, Validation Accuracy:  0.783, Loss:  0.224
Epoch  43 Batch   63/134 - Train Accuracy:  0.787, Validation Accuracy:  0.782, Loss:  0.217
Epoch  43 Batch   64/134 - Train Accuracy:  0.786, Validation Accuracy:  0.775, Loss:  0.221
Epoch  43 Batch   65/134 - Train Accuracy:  0.771, Validation Accuracy:  0.781, Loss:  0.225
Epoch  43 Batch   66/134 - Train Accuracy:  0.792, Validation Accuracy:  0.781, Loss:  0.214
Epoch  43 Batch   67/134 - Train Accuracy:  0.754, Validation Accuracy:  0.778, Loss:  0.240
Epoch  43 Batch   68/134 - Train Accuracy:  0.773, Validation Accuracy:  0.782, Loss:  0.234
Epoch  43 Batch   69/134 - Train Accuracy:  0.787, Validation Accuracy:  0.782, Loss:  0.226
Epoch  43 Batch   70/134 - Train Accuracy:  0.783, Validation Accuracy:  0.780, Loss:  0.217
Epoch  43 Batch   71/134 - Train Accuracy:  0.787, Validation Accuracy:  0.783, Loss:  0.213
Epoch  43 Batch   72/134 - Train Accuracy:  0.782, Validation Accuracy:  0.782, Loss:  0.219
Epoch  43 Batch   73/134 - Train Accuracy:  0.789, Validation Accuracy:  0.784, Loss:  0.217
Epoch  43 Batch   74/134 - Train Accuracy:  0.780, Validation Accuracy:  0.784, Loss:  0.227
Epoch  43 Batch   75/134 - Train Accuracy:  0.792, Validation Accuracy:  0.786, Loss:  0.218
Epoch  43 Batch   76/134 - Train Accuracy:  0.789, Validation Accuracy:  0.784, Loss:  0.215
Epoch  43 Batch   77/134 - Train Accuracy:  0.789, Validation Accuracy:  0.780, Loss:  0.210
Epoch  43 Batch   78/134 - Train Accuracy:  0.787, Validation Accuracy:  0.782, Loss:  0.223
Epoch  43 Batch   79/134 - Train Accuracy:  0.788, Validation Accuracy:  0.783, Loss:  0.218
Epoch  43 Batch   80/134 - Train Accuracy:  0.781, Validation Accuracy:  0.784, Loss:  0.222
Epoch  43 Batch   81/134 - Train Accuracy:  0.789, Validation Accuracy:  0.781, Loss:  0.221
Epoch  43 Batch   82/134 - Train Accuracy:  0.794, Validation Accuracy:  0.784, Loss:  0.210
Epoch  43 Batch   83/134 - Train Accuracy:  0.784, Validation Accuracy:  0.784, Loss:  0.223
Epoch  43 Batch   84/134 - Train Accuracy:  0.784, Validation Accuracy:  0.781, Loss:  0.220
Epoch  43 Batch   85/134 - Train Accuracy:  0.777, Validation Accuracy:  0.778, Loss:  0.228
Epoch  43 Batch   86/134 - Train Accuracy:  0.783, Validation Accuracy:  0.784, Loss:  0.219
Epoch  43 Batch   87/134 - Train Accuracy:  0.782, Validation Accuracy:  0.785, Loss:  0.231
Epoch  43 Batch   88/134 - Train Accuracy:  0.790, Validation Accuracy:  0.785, Loss:  0.210
Epoch  43 Batch   89/134 - Train Accuracy:  0.787, Validation Accuracy:  0.785, Loss:  0.216
Epoch  43 Batch   90/134 - Train Accuracy:  0.786, Validation Accuracy:  0.784, Loss:  0.219
Epoch  43 Batch   91/134 - Train Accuracy:  0.821, Validation Accuracy:  0.785, Loss:  0.190
Epoch  43 Batch   92/134 - Train Accuracy:  0.795, Validation Accuracy:  0.784, Loss:  0.215
Epoch  43 Batch   93/134 - Train Accuracy:  0.796, Validation Accuracy:  0.781, Loss:  0.218
Epoch  43 Batch   94/134 - Train Accuracy:  0.787, Validation Accuracy:  0.780, Loss:  0.215
Epoch  43 Batch   95/134 - Train Accuracy:  0.794, Validation Accuracy:  0.785, Loss:  0.215
Epoch  43 Batch   96/134 - Train Accuracy:  0.790, Validation Accuracy:  0.785, Loss:  0.215
Epoch  43 Batch   97/134 - Train Accuracy:  0.777, Validation Accuracy:  0.783, Loss:  0.216
Epoch  43 Batch   98/134 - Train Accuracy:  0.771, Validation Accuracy:  0.787, Loss:  0.231
Epoch  43 Batch   99/134 - Train Accuracy:  0.789, Validation Accuracy:  0.782, Loss:  0.222
Epoch  43 Batch  100/134 - Train Accuracy:  0.772, Validation Accuracy:  0.777, Loss:  0.222
Epoch  43 Batch  101/134 - Train Accuracy:  0.773, Validation Accuracy:  0.786, Loss:  0.233
Epoch  43 Batch  102/134 - Train Accuracy:  0.782, Validation Accuracy:  0.788, Loss:  0.222
Epoch  43 Batch  103/134 - Train Accuracy:  0.798, Validation Accuracy:  0.780, Loss:  0.209
Epoch  43 Batch  104/134 - Train Accuracy:  0.797, Validation Accuracy:  0.785, Loss:  0.213
Epoch  43 Batch  105/134 - Train Accuracy:  0.792, Validation Accuracy:  0.786, Loss:  0.221
Epoch  43 Batch  106/134 - Train Accuracy:  0.786, Validation Accuracy:  0.779, Loss:  0.219
Epoch  43 Batch  107/134 - Train Accuracy:  0.796, Validation Accuracy:  0.783, Loss:  0.215
Epoch  43 Batch  108/134 - Train Accuracy:  0.777, Validation Accuracy:  0.783, Loss:  0.225
Epoch  43 Batch  109/134 - Train Accuracy:  0.793, Validation Accuracy:  0.784, Loss:  0.210
Epoch  43 Batch  110/134 - Train Accuracy:  0.806, Validation Accuracy:  0.783, Loss:  0.217
Epoch  43 Batch  111/134 - Train Accuracy:  0.791, Validation Accuracy:  0.782, Loss:  0.222
Epoch  43 Batch  112/134 - Train Accuracy:  0.786, Validation Accuracy:  0.782, Loss:  0.213
Epoch  43 Batch  113/134 - Train Accuracy:  0.803, Validation Accuracy:  0.777, Loss:  0.197
Epoch  43 Batch  114/134 - Train Accuracy:  0.775, Validation Accuracy:  0.779, Loss:  0.223
Epoch  43 Batch  115/134 - Train Accuracy:  0.772, Validation Accuracy:  0.780, Loss:  0.233
Epoch  43 Batch  116/134 - Train Accuracy:  0.793, Validation Accuracy:  0.779, Loss:  0.220
Epoch  43 Batch  117/134 - Train Accuracy:  0.801, Validation Accuracy:  0.786, Loss:  0.211
Epoch  43 Batch  118/134 - Train Accuracy:  0.788, Validation Accuracy:  0.784, Loss:  0.218
Epoch  43 Batch  119/134 - Train Accuracy:  0.804, Validation Accuracy:  0.780, Loss:  0.194
Epoch  43 Batch  120/134 - Train Accuracy:  0.791, Validation Accuracy:  0.787, Loss:  0.220
Epoch  43 Batch  121/134 - Train Accuracy:  0.791, Validation Accuracy:  0.789, Loss:  0.215
Epoch  43 Batch  122/134 - Train Accuracy:  0.779, Validation Accuracy:  0.784, Loss:  0.221
Epoch  43 Batch  123/134 - Train Accuracy:  0.801, Validation Accuracy:  0.790, Loss:  0.212
Epoch  43 Batch  124/134 - Train Accuracy:  0.816, Validation Accuracy:  0.790, Loss:  0.198
Epoch  43 Batch  125/134 - Train Accuracy:  0.791, Validation Accuracy:  0.784, Loss:  0.214
Epoch  43 Batch  126/134 - Train Accuracy:  0.772, Validation Accuracy:  0.784, Loss:  0.225
Epoch  43 Batch  127/134 - Train Accuracy:  0.791, Validation Accuracy:  0.785, Loss:  0.206
Epoch  43 Batch  128/134 - Train Accuracy:  0.782, Validation Accuracy:  0.782, Loss:  0.225
Epoch  43 Batch  129/134 - Train Accuracy:  0.790, Validation Accuracy:  0.787, Loss:  0.221
Epoch  43 Batch  130/134 - Train Accuracy:  0.782, Validation Accuracy:  0.789, Loss:  0.215
Epoch  43 Batch  131/134 - Train Accuracy:  0.777, Validation Accuracy:  0.786, Loss:  0.229
Epoch  43 Batch  132/134 - Train Accuracy:  0.781, Validation Accuracy:  0.783, Loss:  0.216
Epoch  44 Batch    0/134 - Train Accuracy:  0.787, Validation Accuracy:  0.782, Loss:  0.215
Epoch  44 Batch    1/134 - Train Accuracy:  0.786, Validation Accuracy:  0.781, Loss:  0.229
Epoch  44 Batch    2/134 - Train Accuracy:  0.790, Validation Accuracy:  0.781, Loss:  0.212
Epoch  44 Batch    3/134 - Train Accuracy:  0.787, Validation Accuracy:  0.781, Loss:  0.213
Epoch  44 Batch    4/134 - Train Accuracy:  0.776, Validation Accuracy:  0.782, Loss:  0.222
Epoch  44 Batch    5/134 - Train Accuracy:  0.780, Validation Accuracy:  0.780, Loss:  0.223
Epoch  44 Batch    6/134 - Train Accuracy:  0.795, Validation Accuracy:  0.782, Loss:  0.204
Epoch  44 Batch    7/134 - Train Accuracy:  0.787, Validation Accuracy:  0.782, Loss:  0.214
Epoch  44 Batch    8/134 - Train Accuracy:  0.788, Validation Accuracy:  0.780, Loss:  0.214
Epoch  44 Batch    9/134 - Train Accuracy:  0.802, Validation Accuracy:  0.784, Loss:  0.202
Epoch  44 Batch   10/134 - Train Accuracy:  0.787, Validation Accuracy:  0.787, Loss:  0.215
Epoch  44 Batch   11/134 - Train Accuracy:  0.787, Validation Accuracy:  0.782, Loss:  0.213
Epoch  44 Batch   12/134 - Train Accuracy:  0.803, Validation Accuracy:  0.784, Loss:  0.206
Epoch  44 Batch   13/134 - Train Accuracy:  0.774, Validation Accuracy:  0.786, Loss:  0.224
Epoch  44 Batch   14/134 - Train Accuracy:  0.782, Validation Accuracy:  0.787, Loss:  0.219
Epoch  44 Batch   15/134 - Train Accuracy:  0.790, Validation Accuracy:  0.780, Loss:  0.207
Epoch  44 Batch   16/134 - Train Accuracy:  0.792, Validation Accuracy:  0.785, Loss:  0.210
Epoch  44 Batch   17/134 - Train Accuracy:  0.783, Validation Accuracy:  0.785, Loss:  0.224
Epoch  44 Batch   18/134 - Train Accuracy:  0.791, Validation Accuracy:  0.780, Loss:  0.215
Epoch  44 Batch   19/134 - Train Accuracy:  0.787, Validation Accuracy:  0.786, Loss:  0.220
Epoch  44 Batch   20/134 - Train Accuracy:  0.797, Validation Accuracy:  0.788, Loss:  0.208
Epoch  44 Batch   21/134 - Train Accuracy:  0.788, Validation Accuracy:  0.788, Loss:  0.215
Epoch  44 Batch   22/134 - Train Accuracy:  0.773, Validation Accuracy:  0.786, Loss:  0.219
Epoch  44 Batch   23/134 - Train Accuracy:  0.810, Validation Accuracy:  0.786, Loss:  0.199
Epoch  44 Batch   24/134 - Train Accuracy:  0.780, Validation Accuracy:  0.784, Loss:  0.221
Epoch  44 Batch   25/134 - Train Accuracy:  0.780, Validation Accuracy:  0.783, Loss:  0.209
Epoch  44 Batch   26/134 - Train Accuracy:  0.791, Validation Accuracy:  0.785, Loss:  0.224
Epoch  44 Batch   27/134 - Train Accuracy:  0.791, Validation Accuracy:  0.786, Loss:  0.216
Epoch  44 Batch   28/134 - Train Accuracy:  0.788, Validation Accuracy:  0.782, Loss:  0.219
Epoch  44 Batch   29/134 - Train Accuracy:  0.807, Validation Accuracy:  0.784, Loss:  0.199
Epoch  44 Batch   30/134 - Train Accuracy:  0.808, Validation Accuracy:  0.783, Loss:  0.203
Epoch  44 Batch   31/134 - Train Accuracy:  0.799, Validation Accuracy:  0.781, Loss:  0.214
Epoch  44 Batch   32/134 - Train Accuracy:  0.796, Validation Accuracy:  0.783, Loss:  0.209
Epoch  44 Batch   33/134 - Train Accuracy:  0.772, Validation Accuracy:  0.776, Loss:  0.226
Epoch  44 Batch   34/134 - Train Accuracy:  0.785, Validation Accuracy:  0.779, Loss:  0.223
Epoch  44 Batch   35/134 - Train Accuracy:  0.802, Validation Accuracy:  0.781, Loss:  0.214
Epoch  44 Batch   36/134 - Train Accuracy:  0.789, Validation Accuracy:  0.779, Loss:  0.210
Epoch  44 Batch   37/134 - Train Accuracy:  0.772, Validation Accuracy:  0.780, Loss:  0.218
Epoch  44 Batch   38/134 - Train Accuracy:  0.802, Validation Accuracy:  0.784, Loss:  0.208
Epoch  44 Batch   39/134 - Train Accuracy:  0.787, Validation Accuracy:  0.785, Loss:  0.214
Epoch  44 Batch   40/134 - Train Accuracy:  0.797, Validation Accuracy:  0.781, Loss:  0.212
Epoch  44 Batch   41/134 - Train Accuracy:  0.787, Validation Accuracy:  0.784, Loss:  0.226
Epoch  44 Batch   42/134 - Train Accuracy:  0.792, Validation Accuracy:  0.784, Loss:  0.211
Epoch  44 Batch   43/134 - Train Accuracy:  0.779, Validation Accuracy:  0.779, Loss:  0.218
Epoch  44 Batch   44/134 - Train Accuracy:  0.781, Validation Accuracy:  0.784, Loss:  0.212
Epoch  44 Batch   45/134 - Train Accuracy:  0.798, Validation Accuracy:  0.781, Loss:  0.210
Epoch  44 Batch   46/134 - Train Accuracy:  0.789, Validation Accuracy:  0.780, Loss:  0.210
Epoch  44 Batch   47/134 - Train Accuracy:  0.781, Validation Accuracy:  0.784, Loss:  0.217
Epoch  44 Batch   48/134 - Train Accuracy:  0.781, Validation Accuracy:  0.782, Loss:  0.213
Epoch  44 Batch   49/134 - Train Accuracy:  0.806, Validation Accuracy:  0.782, Loss:  0.211
Epoch  44 Batch   50/134 - Train Accuracy:  0.792, Validation Accuracy:  0.786, Loss:  0.214
Epoch  44 Batch   51/134 - Train Accuracy:  0.796, Validation Accuracy:  0.785, Loss:  0.208
Epoch  44 Batch   52/134 - Train Accuracy:  0.784, Validation Accuracy:  0.784, Loss:  0.212
Epoch  44 Batch   53/134 - Train Accuracy:  0.790, Validation Accuracy:  0.786, Loss:  0.210
Epoch  44 Batch   54/134 - Train Accuracy:  0.791, Validation Accuracy:  0.784, Loss:  0.215
Epoch  44 Batch   55/134 - Train Accuracy:  0.792, Validation Accuracy:  0.787, Loss:  0.222
Epoch  44 Batch   56/134 - Train Accuracy:  0.796, Validation Accuracy:  0.791, Loss:  0.209
Epoch  44 Batch   57/134 - Train Accuracy:  0.793, Validation Accuracy:  0.788, Loss:  0.216
Epoch  44 Batch   58/134 - Train Accuracy:  0.795, Validation Accuracy:  0.786, Loss:  0.214
Epoch  44 Batch   59/134 - Train Accuracy:  0.776, Validation Accuracy:  0.792, Loss:  0.220
Epoch  44 Batch   60/134 - Train Accuracy:  0.785, Validation Accuracy:  0.786, Loss:  0.210
Epoch  44 Batch   61/134 - Train Accuracy:  0.789, Validation Accuracy:  0.785, Loss:  0.208
Epoch  44 Batch   62/134 - Train Accuracy:  0.783, Validation Accuracy:  0.788, Loss:  0.214
Epoch  44 Batch   63/134 - Train Accuracy:  0.794, Validation Accuracy:  0.787, Loss:  0.209
Epoch  44 Batch   64/134 - Train Accuracy:  0.795, Validation Accuracy:  0.788, Loss:  0.212
Epoch  44 Batch   65/134 - Train Accuracy:  0.780, Validation Accuracy:  0.786, Loss:  0.216
Epoch  44 Batch   66/134 - Train Accuracy:  0.795, Validation Accuracy:  0.784, Loss:  0.207
Epoch  44 Batch   67/134 - Train Accuracy:  0.770, Validation Accuracy:  0.789, Loss:  0.231
Epoch  44 Batch   68/134 - Train Accuracy:  0.780, Validation Accuracy:  0.786, Loss:  0.225
Epoch  44 Batch   69/134 - Train Accuracy:  0.784, Validation Accuracy:  0.778, Loss:  0.218
Epoch  44 Batch   70/134 - Train Accuracy:  0.785, Validation Accuracy:  0.788, Loss:  0.210
Epoch  44 Batch   71/134 - Train Accuracy:  0.791, Validation Accuracy:  0.788, Loss:  0.205
Epoch  44 Batch   72/134 - Train Accuracy:  0.784, Validation Accuracy:  0.781, Loss:  0.212
Epoch  44 Batch   73/134 - Train Accuracy:  0.797, Validation Accuracy:  0.787, Loss:  0.209
Epoch  44 Batch   74/134 - Train Accuracy:  0.785, Validation Accuracy:  0.788, Loss:  0.219
Epoch  44 Batch   75/134 - Train Accuracy:  0.801, Validation Accuracy:  0.786, Loss:  0.210
Epoch  44 Batch   76/134 - Train Accuracy:  0.795, Validation Accuracy:  0.785, Loss:  0.207
Epoch  44 Batch   77/134 - Train Accuracy:  0.796, Validation Accuracy:  0.785, Loss:  0.202
Epoch  44 Batch   78/134 - Train Accuracy:  0.792, Validation Accuracy:  0.783, Loss:  0.215
Epoch  44 Batch   79/134 - Train Accuracy:  0.799, Validation Accuracy:  0.786, Loss:  0.210
Epoch  44 Batch   80/134 - Train Accuracy:  0.789, Validation Accuracy:  0.786, Loss:  0.214
Epoch  44 Batch   81/134 - Train Accuracy:  0.799, Validation Accuracy:  0.786, Loss:  0.212
Epoch  44 Batch   82/134 - Train Accuracy:  0.806, Validation Accuracy:  0.790, Loss:  0.202
Epoch  44 Batch   83/134 - Train Accuracy:  0.790, Validation Accuracy:  0.790, Loss:  0.214
Epoch  44 Batch   84/134 - Train Accuracy:  0.787, Validation Accuracy:  0.783, Loss:  0.212
Epoch  44 Batch   85/134 - Train Accuracy:  0.786, Validation Accuracy:  0.787, Loss:  0.220
Epoch  44 Batch   86/134 - Train Accuracy:  0.790, Validation Accuracy:  0.790, Loss:  0.210
Epoch  44 Batch   87/134 - Train Accuracy:  0.784, Validation Accuracy:  0.786, Loss:  0.224
Epoch  44 Batch   88/134 - Train Accuracy:  0.795, Validation Accuracy:  0.791, Loss:  0.202
Epoch  44 Batch   89/134 - Train Accuracy:  0.795, Validation Accuracy:  0.784, Loss:  0.208
Epoch  44 Batch   90/134 - Train Accuracy:  0.790, Validation Accuracy:  0.784, Loss:  0.212
Epoch  44 Batch   91/134 - Train Accuracy:  0.826, Validation Accuracy:  0.791, Loss:  0.182
Epoch  44 Batch   92/134 - Train Accuracy:  0.801, Validation Accuracy:  0.792, Loss:  0.208
Epoch  44 Batch   93/134 - Train Accuracy:  0.797, Validation Accuracy:  0.786, Loss:  0.210
Epoch  44 Batch   94/134 - Train Accuracy:  0.793, Validation Accuracy:  0.788, Loss:  0.207
Epoch  44 Batch   95/134 - Train Accuracy:  0.800, Validation Accuracy:  0.794, Loss:  0.207
Epoch  44 Batch   96/134 - Train Accuracy:  0.791, Validation Accuracy:  0.783, Loss:  0.207
Epoch  44 Batch   97/134 - Train Accuracy:  0.784, Validation Accuracy:  0.788, Loss:  0.209
Epoch  44 Batch   98/134 - Train Accuracy:  0.775, Validation Accuracy:  0.789, Loss:  0.223
Epoch  44 Batch   99/134 - Train Accuracy:  0.793, Validation Accuracy:  0.783, Loss:  0.213
Epoch  44 Batch  100/134 - Train Accuracy:  0.779, Validation Accuracy:  0.785, Loss:  0.214
Epoch  44 Batch  101/134 - Train Accuracy:  0.782, Validation Accuracy:  0.792, Loss:  0.224
Epoch  44 Batch  102/134 - Train Accuracy:  0.785, Validation Accuracy:  0.788, Loss:  0.215
Epoch  44 Batch  103/134 - Train Accuracy:  0.806, Validation Accuracy:  0.785, Loss:  0.201
Epoch  44 Batch  104/134 - Train Accuracy:  0.805, Validation Accuracy:  0.791, Loss:  0.204
Epoch  44 Batch  105/134 - Train Accuracy:  0.797, Validation Accuracy:  0.791, Loss:  0.213
Epoch  44 Batch  106/134 - Train Accuracy:  0.792, Validation Accuracy:  0.791, Loss:  0.210
Epoch  44 Batch  107/134 - Train Accuracy:  0.803, Validation Accuracy:  0.790, Loss:  0.207
Epoch  44 Batch  108/134 - Train Accuracy:  0.775, Validation Accuracy:  0.787, Loss:  0.217
Epoch  44 Batch  109/134 - Train Accuracy:  0.793, Validation Accuracy:  0.791, Loss:  0.203
Epoch  44 Batch  110/134 - Train Accuracy:  0.809, Validation Accuracy:  0.791, Loss:  0.209
Epoch  44 Batch  111/134 - Train Accuracy:  0.795, Validation Accuracy:  0.791, Loss:  0.213
Epoch  44 Batch  112/134 - Train Accuracy:  0.794, Validation Accuracy:  0.783, Loss:  0.204
Epoch  44 Batch  113/134 - Train Accuracy:  0.810, Validation Accuracy:  0.787, Loss:  0.190
Epoch  44 Batch  114/134 - Train Accuracy:  0.783, Validation Accuracy:  0.792, Loss:  0.214
Epoch  44 Batch  115/134 - Train Accuracy:  0.771, Validation Accuracy:  0.784, Loss:  0.223
Epoch  44 Batch  116/134 - Train Accuracy:  0.793, Validation Accuracy:  0.791, Loss:  0.213
Epoch  44 Batch  117/134 - Train Accuracy:  0.804, Validation Accuracy:  0.794, Loss:  0.203
Epoch  44 Batch  118/134 - Train Accuracy:  0.792, Validation Accuracy:  0.785, Loss:  0.209
Epoch  44 Batch  119/134 - Train Accuracy:  0.813, Validation Accuracy:  0.791, Loss:  0.188
Epoch  44 Batch  120/134 - Train Accuracy:  0.796, Validation Accuracy:  0.794, Loss:  0.213
Epoch  44 Batch  121/134 - Train Accuracy:  0.790, Validation Accuracy:  0.792, Loss:  0.208
Epoch  44 Batch  122/134 - Train Accuracy:  0.783, Validation Accuracy:  0.793, Loss:  0.213
Epoch  44 Batch  123/134 - Train Accuracy:  0.805, Validation Accuracy:  0.795, Loss:  0.205
Epoch  44 Batch  124/134 - Train Accuracy:  0.815, Validation Accuracy:  0.787, Loss:  0.190
Epoch  44 Batch  125/134 - Train Accuracy:  0.796, Validation Accuracy:  0.794, Loss:  0.208
Epoch  44 Batch  126/134 - Train Accuracy:  0.781, Validation Accuracy:  0.791, Loss:  0.220
Epoch  44 Batch  127/134 - Train Accuracy:  0.794, Validation Accuracy:  0.791, Loss:  0.200
Epoch  44 Batch  128/134 - Train Accuracy:  0.788, Validation Accuracy:  0.790, Loss:  0.217
Epoch  44 Batch  129/134 - Train Accuracy:  0.796, Validation Accuracy:  0.791, Loss:  0.213
Epoch  44 Batch  130/134 - Train Accuracy:  0.786, Validation Accuracy:  0.788, Loss:  0.207
Epoch  44 Batch  131/134 - Train Accuracy:  0.784, Validation Accuracy:  0.791, Loss:  0.221
Epoch  44 Batch  132/134 - Train Accuracy:  0.790, Validation Accuracy:  0.790, Loss:  0.208
Epoch  45 Batch    0/134 - Train Accuracy:  0.794, Validation Accuracy:  0.790, Loss:  0.208
Epoch  45 Batch    1/134 - Train Accuracy:  0.792, Validation Accuracy:  0.789, Loss:  0.220
Epoch  45 Batch    2/134 - Train Accuracy:  0.797, Validation Accuracy:  0.783, Loss:  0.205
Epoch  45 Batch    3/134 - Train Accuracy:  0.795, Validation Accuracy:  0.791, Loss:  0.206
Epoch  45 Batch    4/134 - Train Accuracy:  0.782, Validation Accuracy:  0.789, Loss:  0.214
Epoch  45 Batch    5/134 - Train Accuracy:  0.785, Validation Accuracy:  0.785, Loss:  0.215
Epoch  45 Batch    6/134 - Train Accuracy:  0.794, Validation Accuracy:  0.789, Loss:  0.197
Epoch  45 Batch    7/134 - Train Accuracy:  0.786, Validation Accuracy:  0.786, Loss:  0.206
Epoch  45 Batch    8/134 - Train Accuracy:  0.796, Validation Accuracy:  0.784, Loss:  0.205
Epoch  45 Batch    9/134 - Train Accuracy:  0.811, Validation Accuracy:  0.790, Loss:  0.195
Epoch  45 Batch   10/134 - Train Accuracy:  0.794, Validation Accuracy:  0.788, Loss:  0.208
Epoch  45 Batch   11/134 - Train Accuracy:  0.791, Validation Accuracy:  0.783, Loss:  0.204
Epoch  45 Batch   12/134 - Train Accuracy:  0.808, Validation Accuracy:  0.790, Loss:  0.200
Epoch  45 Batch   13/134 - Train Accuracy:  0.775, Validation Accuracy:  0.779, Loss:  0.219
Epoch  45 Batch   14/134 - Train Accuracy:  0.792, Validation Accuracy:  0.792, Loss:  0.215
Epoch  45 Batch   15/134 - Train Accuracy:  0.796, Validation Accuracy:  0.786, Loss:  0.204
Epoch  45 Batch   16/134 - Train Accuracy:  0.795, Validation Accuracy:  0.790, Loss:  0.203
Epoch  45 Batch   17/134 - Train Accuracy:  0.791, Validation Accuracy:  0.793, Loss:  0.216
Epoch  45 Batch   18/134 - Train Accuracy:  0.797, Validation Accuracy:  0.783, Loss:  0.208
Epoch  45 Batch   19/134 - Train Accuracy:  0.791, Validation Accuracy:  0.795, Loss:  0.215
Epoch  45 Batch   20/134 - Train Accuracy:  0.802, Validation Accuracy:  0.796, Loss:  0.201
Epoch  45 Batch   21/134 - Train Accuracy:  0.793, Validation Accuracy:  0.790, Loss:  0.207
Epoch  45 Batch   22/134 - Train Accuracy:  0.778, Validation Accuracy:  0.791, Loss:  0.211
Epoch  45 Batch   23/134 - Train Accuracy:  0.815, Validation Accuracy:  0.793, Loss:  0.192
Epoch  45 Batch   24/134 - Train Accuracy:  0.785, Validation Accuracy:  0.784, Loss:  0.212
Epoch  45 Batch   25/134 - Train Accuracy:  0.785, Validation Accuracy:  0.790, Loss:  0.203
Epoch  45 Batch   26/134 - Train Accuracy:  0.792, Validation Accuracy:  0.795, Loss:  0.215
Epoch  45 Batch   27/134 - Train Accuracy:  0.795, Validation Accuracy:  0.789, Loss:  0.208
Epoch  45 Batch   28/134 - Train Accuracy:  0.792, Validation Accuracy:  0.792, Loss:  0.212
Epoch  45 Batch   29/134 - Train Accuracy:  0.809, Validation Accuracy:  0.791, Loss:  0.192
Epoch  45 Batch   30/134 - Train Accuracy:  0.815, Validation Accuracy:  0.788, Loss:  0.196
Epoch  45 Batch   31/134 - Train Accuracy:  0.805, Validation Accuracy:  0.787, Loss:  0.206
Epoch  45 Batch   32/134 - Train Accuracy:  0.803, Validation Accuracy:  0.788, Loss:  0.201
Epoch  45 Batch   33/134 - Train Accuracy:  0.778, Validation Accuracy:  0.781, Loss:  0.220
Epoch  45 Batch   34/134 - Train Accuracy:  0.791, Validation Accuracy:  0.790, Loss:  0.216
Epoch  45 Batch   35/134 - Train Accuracy:  0.806, Validation Accuracy:  0.790, Loss:  0.207
Epoch  45 Batch   36/134 - Train Accuracy:  0.791, Validation Accuracy:  0.784, Loss:  0.203
Epoch  45 Batch   37/134 - Train Accuracy:  0.780, Validation Accuracy:  0.789, Loss:  0.212
Epoch  45 Batch   38/134 - Train Accuracy:  0.805, Validation Accuracy:  0.790, Loss:  0.200
Epoch  45 Batch   39/134 - Train Accuracy:  0.791, Validation Accuracy:  0.790, Loss:  0.207
Epoch  45 Batch   40/134 - Train Accuracy:  0.801, Validation Accuracy:  0.790, Loss:  0.205
Epoch  45 Batch   41/134 - Train Accuracy:  0.791, Validation Accuracy:  0.794, Loss:  0.218
Epoch  45 Batch   42/134 - Train Accuracy:  0.799, Validation Accuracy:  0.792, Loss:  0.204
Epoch  45 Batch   43/134 - Train Accuracy:  0.785, Validation Accuracy:  0.786, Loss:  0.210
Epoch  45 Batch   44/134 - Train Accuracy:  0.786, Validation Accuracy:  0.790, Loss:  0.205
Epoch  45 Batch   45/134 - Train Accuracy:  0.802, Validation Accuracy:  0.788, Loss:  0.203
Epoch  45 Batch   46/134 - Train Accuracy:  0.796, Validation Accuracy:  0.787, Loss:  0.203
Epoch  45 Batch   47/134 - Train Accuracy:  0.788, Validation Accuracy:  0.792, Loss:  0.210
Epoch  45 Batch   48/134 - Train Accuracy:  0.788, Validation Accuracy:  0.786, Loss:  0.206
Epoch  45 Batch   49/134 - Train Accuracy:  0.807, Validation Accuracy:  0.788, Loss:  0.203
Epoch  45 Batch   50/134 - Train Accuracy:  0.799, Validation Accuracy:  0.795, Loss:  0.206
Epoch  45 Batch   51/134 - Train Accuracy:  0.801, Validation Accuracy:  0.788, Loss:  0.201
Epoch  45 Batch   52/134 - Train Accuracy:  0.790, Validation Accuracy:  0.789, Loss:  0.205
Epoch  45 Batch   53/134 - Train Accuracy:  0.796, Validation Accuracy:  0.796, Loss:  0.203
Epoch  45 Batch   54/134 - Train Accuracy:  0.794, Validation Accuracy:  0.790, Loss:  0.208
Epoch  45 Batch   55/134 - Train Accuracy:  0.797, Validation Accuracy:  0.792, Loss:  0.216
Epoch  45 Batch   56/134 - Train Accuracy:  0.799, Validation Accuracy:  0.792, Loss:  0.202
Epoch  45 Batch   57/134 - Train Accuracy:  0.794, Validation Accuracy:  0.788, Loss:  0.208
Epoch  45 Batch   58/134 - Train Accuracy:  0.805, Validation Accuracy:  0.794, Loss:  0.207
Epoch  45 Batch   59/134 - Train Accuracy:  0.780, Validation Accuracy:  0.795, Loss:  0.213
Epoch  45 Batch   60/134 - Train Accuracy:  0.793, Validation Accuracy:  0.786, Loss:  0.201
Epoch  45 Batch   61/134 - Train Accuracy:  0.791, Validation Accuracy:  0.794, Loss:  0.201
Epoch  45 Batch   62/134 - Train Accuracy:  0.784, Validation Accuracy:  0.793, Loss:  0.207
Epoch  45 Batch   63/134 - Train Accuracy:  0.802, Validation Accuracy:  0.790, Loss:  0.201
Epoch  45 Batch   64/134 - Train Accuracy:  0.797, Validation Accuracy:  0.792, Loss:  0.204
Epoch  45 Batch   65/134 - Train Accuracy:  0.781, Validation Accuracy:  0.791, Loss:  0.208
Epoch  45 Batch   66/134 - Train Accuracy:  0.799, Validation Accuracy:  0.789, Loss:  0.198
Epoch  45 Batch   67/134 - Train Accuracy:  0.773, Validation Accuracy:  0.794, Loss:  0.223
Epoch  45 Batch   68/134 - Train Accuracy:  0.778, Validation Accuracy:  0.783, Loss:  0.219
Epoch  45 Batch   69/134 - Train Accuracy:  0.789, Validation Accuracy:  0.792, Loss:  0.212
Epoch  45 Batch   70/134 - Train Accuracy:  0.790, Validation Accuracy:  0.795, Loss:  0.202
Epoch  45 Batch   71/134 - Train Accuracy:  0.793, Validation Accuracy:  0.789, Loss:  0.199
Epoch  45 Batch   72/134 - Train Accuracy:  0.789, Validation Accuracy:  0.792, Loss:  0.206
Epoch  45 Batch   73/134 - Train Accuracy:  0.802, Validation Accuracy:  0.794, Loss:  0.202
Epoch  45 Batch   74/134 - Train Accuracy:  0.785, Validation Accuracy:  0.794, Loss:  0.213
Epoch  45 Batch   75/134 - Train Accuracy:  0.804, Validation Accuracy:  0.793, Loss:  0.205
Epoch  45 Batch   76/134 - Train Accuracy:  0.803, Validation Accuracy:  0.793, Loss:  0.200
Epoch  45 Batch   77/134 - Train Accuracy:  0.800, Validation Accuracy:  0.790, Loss:  0.196
Epoch  45 Batch   78/134 - Train Accuracy:  0.794, Validation Accuracy:  0.797, Loss:  0.208
Epoch  45 Batch   79/134 - Train Accuracy:  0.804, Validation Accuracy:  0.795, Loss:  0.202
Epoch  45 Batch   80/134 - Train Accuracy:  0.791, Validation Accuracy:  0.788, Loss:  0.206
Epoch  45 Batch   81/134 - Train Accuracy:  0.805, Validation Accuracy:  0.792, Loss:  0.206
Epoch  45 Batch   82/134 - Train Accuracy:  0.808, Validation Accuracy:  0.796, Loss:  0.195
Epoch  45 Batch   83/134 - Train Accuracy:  0.794, Validation Accuracy:  0.793, Loss:  0.206
Epoch  45 Batch   84/134 - Train Accuracy:  0.795, Validation Accuracy:  0.797, Loss:  0.204
Epoch  45 Batch   85/134 - Train Accuracy:  0.789, Validation Accuracy:  0.794, Loss:  0.212
Epoch  45 Batch   86/134 - Train Accuracy:  0.797, Validation Accuracy:  0.797, Loss:  0.202
Epoch  45 Batch   87/134 - Train Accuracy:  0.794, Validation Accuracy:  0.799, Loss:  0.216
Epoch  45 Batch   88/134 - Train Accuracy:  0.802, Validation Accuracy:  0.798, Loss:  0.194
Epoch  45 Batch   89/134 - Train Accuracy:  0.801, Validation Accuracy:  0.794, Loss:  0.200
Epoch  45 Batch   90/134 - Train Accuracy:  0.795, Validation Accuracy:  0.798, Loss:  0.204
Epoch  45 Batch   91/134 - Train Accuracy:  0.829, Validation Accuracy:  0.799, Loss:  0.176
Epoch  45 Batch   92/134 - Train Accuracy:  0.808, Validation Accuracy:  0.803, Loss:  0.200
Epoch  45 Batch   93/134 - Train Accuracy:  0.809, Validation Accuracy:  0.800, Loss:  0.202
Epoch  45 Batch   94/134 - Train Accuracy:  0.799, Validation Accuracy:  0.794, Loss:  0.200
Epoch  45 Batch   95/134 - Train Accuracy:  0.806, Validation Accuracy:  0.801, Loss:  0.200
Epoch  45 Batch   96/134 - Train Accuracy:  0.802, Validation Accuracy:  0.795, Loss:  0.199
Epoch  45 Batch   97/134 - Train Accuracy:  0.789, Validation Accuracy:  0.796, Loss:  0.201
Epoch  45 Batch   98/134 - Train Accuracy:  0.782, Validation Accuracy:  0.800, Loss:  0.214
Epoch  45 Batch   99/134 - Train Accuracy:  0.796, Validation Accuracy:  0.793, Loss:  0.206
Epoch  45 Batch  100/134 - Train Accuracy:  0.785, Validation Accuracy:  0.793, Loss:  0.206
Epoch  45 Batch  101/134 - Train Accuracy:  0.787, Validation Accuracy:  0.801, Loss:  0.215
Epoch  45 Batch  102/134 - Train Accuracy:  0.788, Validation Accuracy:  0.791, Loss:  0.208
Epoch  45 Batch  103/134 - Train Accuracy:  0.810, Validation Accuracy:  0.792, Loss:  0.195
Epoch  45 Batch  104/134 - Train Accuracy:  0.814, Validation Accuracy:  0.800, Loss:  0.196
Epoch  45 Batch  105/134 - Train Accuracy:  0.803, Validation Accuracy:  0.794, Loss:  0.206
Epoch  45 Batch  106/134 - Train Accuracy:  0.799, Validation Accuracy:  0.799, Loss:  0.202
Epoch  45 Batch  107/134 - Train Accuracy:  0.809, Validation Accuracy:  0.798, Loss:  0.199
Epoch  45 Batch  108/134 - Train Accuracy:  0.780, Validation Accuracy:  0.791, Loss:  0.209
Epoch  45 Batch  109/134 - Train Accuracy:  0.800, Validation Accuracy:  0.799, Loss:  0.196
Epoch  45 Batch  110/134 - Train Accuracy:  0.814, Validation Accuracy:  0.799, Loss:  0.202
Epoch  45 Batch  111/134 - Train Accuracy:  0.801, Validation Accuracy:  0.795, Loss:  0.205
Epoch  45 Batch  112/134 - Train Accuracy:  0.802, Validation Accuracy:  0.791, Loss:  0.196
Epoch  45 Batch  113/134 - Train Accuracy:  0.816, Validation Accuracy:  0.792, Loss:  0.184
Epoch  45 Batch  114/134 - Train Accuracy:  0.792, Validation Accuracy:  0.798, Loss:  0.206
Epoch  45 Batch  115/134 - Train Accuracy:  0.775, Validation Accuracy:  0.787, Loss:  0.216
Epoch  45 Batch  116/134 - Train Accuracy:  0.801, Validation Accuracy:  0.797, Loss:  0.206
Epoch  45 Batch  117/134 - Train Accuracy:  0.806, Validation Accuracy:  0.797, Loss:  0.195
Epoch  45 Batch  118/134 - Train Accuracy:  0.794, Validation Accuracy:  0.791, Loss:  0.202
Epoch  45 Batch  119/134 - Train Accuracy:  0.821, Validation Accuracy:  0.799, Loss:  0.181
Epoch  45 Batch  120/134 - Train Accuracy:  0.801, Validation Accuracy:  0.799, Loss:  0.206
Epoch  45 Batch  121/134 - Train Accuracy:  0.796, Validation Accuracy:  0.801, Loss:  0.201
Epoch  45 Batch  122/134 - Train Accuracy:  0.789, Validation Accuracy:  0.801, Loss:  0.205
Epoch  45 Batch  123/134 - Train Accuracy:  0.806, Validation Accuracy:  0.795, Loss:  0.198
Epoch  45 Batch  124/134 - Train Accuracy:  0.822, Validation Accuracy:  0.794, Loss:  0.184
Epoch  45 Batch  125/134 - Train Accuracy:  0.797, Validation Accuracy:  0.797, Loss:  0.200
Epoch  45 Batch  126/134 - Train Accuracy:  0.780, Validation Accuracy:  0.792, Loss:  0.214
Epoch  45 Batch  127/134 - Train Accuracy:  0.800, Validation Accuracy:  0.804, Loss:  0.197
Epoch  45 Batch  128/134 - Train Accuracy:  0.785, Validation Accuracy:  0.790, Loss:  0.212
Epoch  45 Batch  129/134 - Train Accuracy:  0.800, Validation Accuracy:  0.799, Loss:  0.205
Epoch  45 Batch  130/134 - Train Accuracy:  0.796, Validation Accuracy:  0.801, Loss:  0.200
Epoch  45 Batch  131/134 - Train Accuracy:  0.783, Validation Accuracy:  0.789, Loss:  0.214
Epoch  45 Batch  132/134 - Train Accuracy:  0.797, Validation Accuracy:  0.798, Loss:  0.201
Epoch  46 Batch    0/134 - Train Accuracy:  0.797, Validation Accuracy:  0.798, Loss:  0.200
Epoch  46 Batch    1/134 - Train Accuracy:  0.794, Validation Accuracy:  0.791, Loss:  0.213
Epoch  46 Batch    2/134 - Train Accuracy:  0.805, Validation Accuracy:  0.796, Loss:  0.198
Epoch  46 Batch    3/134 - Train Accuracy:  0.800, Validation Accuracy:  0.796, Loss:  0.199
Epoch  46 Batch    4/134 - Train Accuracy:  0.783, Validation Accuracy:  0.787, Loss:  0.207
Epoch  46 Batch    5/134 - Train Accuracy:  0.790, Validation Accuracy:  0.797, Loss:  0.209
Epoch  46 Batch    6/134 - Train Accuracy:  0.795, Validation Accuracy:  0.797, Loss:  0.190
Epoch  46 Batch    7/134 - Train Accuracy:  0.787, Validation Accuracy:  0.789, Loss:  0.199
Epoch  46 Batch    8/134 - Train Accuracy:  0.806, Validation Accuracy:  0.795, Loss:  0.200
Epoch  46 Batch    9/134 - Train Accuracy:  0.812, Validation Accuracy:  0.794, Loss:  0.187
Epoch  46 Batch   10/134 - Train Accuracy:  0.803, Validation Accuracy:  0.795, Loss:  0.200
Epoch  46 Batch   11/134 - Train Accuracy:  0.802, Validation Accuracy:  0.796, Loss:  0.196
Epoch  46 Batch   12/134 - Train Accuracy:  0.814, Validation Accuracy:  0.796, Loss:  0.191
Epoch  46 Batch   13/134 - Train Accuracy:  0.787, Validation Accuracy:  0.801, Loss:  0.209
Epoch  46 Batch   14/134 - Train Accuracy:  0.798, Validation Accuracy:  0.798, Loss:  0.204
Epoch  46 Batch   15/134 - Train Accuracy:  0.807, Validation Accuracy:  0.796, Loss:  0.192
Epoch  46 Batch   16/134 - Train Accuracy:  0.797, Validation Accuracy:  0.798, Loss:  0.194
Epoch  46 Batch   17/134 - Train Accuracy:  0.791, Validation Accuracy:  0.795, Loss:  0.209
Epoch  46 Batch   18/134 - Train Accuracy:  0.802, Validation Accuracy:  0.796, Loss:  0.199
Epoch  46 Batch   19/134 - Train Accuracy:  0.795, Validation Accuracy:  0.800, Loss:  0.205
Epoch  46 Batch   20/134 - Train Accuracy:  0.808, Validation Accuracy:  0.797, Loss:  0.194
Epoch  46 Batch   21/134 - Train Accuracy:  0.802, Validation Accuracy:  0.797, Loss:  0.199
Epoch  46 Batch   22/134 - Train Accuracy:  0.786, Validation Accuracy:  0.797, Loss:  0.203
Epoch  46 Batch   23/134 - Train Accuracy:  0.820, Validation Accuracy:  0.795, Loss:  0.185
Epoch  46 Batch   24/134 - Train Accuracy:  0.794, Validation Accuracy:  0.796, Loss:  0.204
Epoch  46 Batch   25/134 - Train Accuracy:  0.795, Validation Accuracy:  0.797, Loss:  0.195
Epoch  46 Batch   26/134 - Train Accuracy:  0.799, Validation Accuracy:  0.797, Loss:  0.208
Epoch  46 Batch   27/134 - Train Accuracy:  0.805, Validation Accuracy:  0.796, Loss:  0.200
Epoch  46 Batch   28/134 - Train Accuracy:  0.798, Validation Accuracy:  0.796, Loss:  0.204
Epoch  46 Batch   29/134 - Train Accuracy:  0.814, Validation Accuracy:  0.799, Loss:  0.185
Epoch  46 Batch   30/134 - Train Accuracy:  0.822, Validation Accuracy:  0.799, Loss:  0.188
Epoch  46 Batch   31/134 - Train Accuracy:  0.810, Validation Accuracy:  0.797, Loss:  0.199
Epoch  46 Batch   32/134 - Train Accuracy:  0.807, Validation Accuracy:  0.800, Loss:  0.193
Epoch  46 Batch   33/134 - Train Accuracy:  0.782, Validation Accuracy:  0.788, Loss:  0.211
Epoch  46 Batch   34/134 - Train Accuracy:  0.792, Validation Accuracy:  0.798, Loss:  0.211
Epoch  46 Batch   35/134 - Train Accuracy:  0.779, Validation Accuracy:  0.765, Loss:  0.214
Epoch  46 Batch   36/134 - Train Accuracy:  0.790, Validation Accuracy:  0.790, Loss:  0.282
Epoch  46 Batch   37/134 - Train Accuracy:  0.778, Validation Accuracy:  0.790, Loss:  0.225
Epoch  46 Batch   38/134 - Train Accuracy:  0.803, Validation Accuracy:  0.789, Loss:  0.200
Epoch  46 Batch   39/134 - Train Accuracy:  0.791, Validation Accuracy:  0.792, Loss:  0.203
Epoch  46 Batch   40/134 - Train Accuracy:  0.800, Validation Accuracy:  0.788, Loss:  0.209
Epoch  46 Batch   41/134 - Train Accuracy:  0.795, Validation Accuracy:  0.800, Loss:  0.222
Epoch  46 Batch   42/134 - Train Accuracy:  0.791, Validation Accuracy:  0.789, Loss:  0.204
Epoch  46 Batch   43/134 - Train Accuracy:  0.783, Validation Accuracy:  0.788, Loss:  0.206
Epoch  46 Batch   44/134 - Train Accuracy:  0.786, Validation Accuracy:  0.796, Loss:  0.203
Epoch  46 Batch   45/134 - Train Accuracy:  0.792, Validation Accuracy:  0.787, Loss:  0.205
Epoch  46 Batch   46/134 - Train Accuracy:  0.797, Validation Accuracy:  0.790, Loss:  0.202
Epoch  46 Batch   47/134 - Train Accuracy:  0.783, Validation Accuracy:  0.798, Loss:  0.204
Epoch  46 Batch   48/134 - Train Accuracy:  0.790, Validation Accuracy:  0.793, Loss:  0.206
Epoch  46 Batch   49/134 - Train Accuracy:  0.801, Validation Accuracy:  0.787, Loss:  0.197
Epoch  46 Batch   50/134 - Train Accuracy:  0.801, Validation Accuracy:  0.796, Loss:  0.205
Epoch  46 Batch   51/134 - Train Accuracy:  0.804, Validation Accuracy:  0.801, Loss:  0.198
Epoch  46 Batch   52/134 - Train Accuracy:  0.777, Validation Accuracy:  0.784, Loss:  0.201
Epoch  46 Batch   53/134 - Train Accuracy:  0.796, Validation Accuracy:  0.798, Loss:  0.202
Epoch  46 Batch   54/134 - Train Accuracy:  0.791, Validation Accuracy:  0.797, Loss:  0.203
Epoch  46 Batch   55/134 - Train Accuracy:  0.795, Validation Accuracy:  0.788, Loss:  0.212
Epoch  46 Batch   56/134 - Train Accuracy:  0.795, Validation Accuracy:  0.788, Loss:  0.198
Epoch  46 Batch   57/134 - Train Accuracy:  0.800, Validation Accuracy:  0.801, Loss:  0.204
Epoch  46 Batch   58/134 - Train Accuracy:  0.808, Validation Accuracy:  0.798, Loss:  0.202
Epoch  46 Batch   59/134 - Train Accuracy:  0.777, Validation Accuracy:  0.790, Loss:  0.206
Epoch  46 Batch   60/134 - Train Accuracy:  0.800, Validation Accuracy:  0.802, Loss:  0.197
Epoch  46 Batch   61/134 - Train Accuracy:  0.798, Validation Accuracy:  0.797, Loss:  0.193
Epoch  46 Batch   62/134 - Train Accuracy:  0.786, Validation Accuracy:  0.796, Loss:  0.204
Epoch  46 Batch   63/134 - Train Accuracy:  0.800, Validation Accuracy:  0.794, Loss:  0.195
Epoch  46 Batch   64/134 - Train Accuracy:  0.798, Validation Accuracy:  0.795, Loss:  0.198
Epoch  46 Batch   65/134 - Train Accuracy:  0.787, Validation Accuracy:  0.797, Loss:  0.202
Epoch  46 Batch   66/134 - Train Accuracy:  0.800, Validation Accuracy:  0.789, Loss:  0.192
Epoch  46 Batch   67/134 - Train Accuracy:  0.776, Validation Accuracy:  0.795, Loss:  0.216
Epoch  46 Batch   68/134 - Train Accuracy:  0.792, Validation Accuracy:  0.798, Loss:  0.210
Epoch  46 Batch   69/134 - Train Accuracy:  0.789, Validation Accuracy:  0.790, Loss:  0.204
Epoch  46 Batch   70/134 - Train Accuracy:  0.789, Validation Accuracy:  0.797, Loss:  0.195
Epoch  46 Batch   71/134 - Train Accuracy:  0.802, Validation Accuracy:  0.799, Loss:  0.191
Epoch  46 Batch   72/134 - Train Accuracy:  0.794, Validation Accuracy:  0.798, Loss:  0.198
Epoch  46 Batch   73/134 - Train Accuracy:  0.802, Validation Accuracy:  0.799, Loss:  0.194
Epoch  46 Batch   74/134 - Train Accuracy:  0.793, Validation Accuracy:  0.800, Loss:  0.205
Epoch  46 Batch   75/134 - Train Accuracy:  0.813, Validation Accuracy:  0.797, Loss:  0.196
Epoch  46 Batch   76/134 - Train Accuracy:  0.807, Validation Accuracy:  0.794, Loss:  0.193
Epoch  46 Batch   77/134 - Train Accuracy:  0.802, Validation Accuracy:  0.793, Loss:  0.189
Epoch  46 Batch   78/134 - Train Accuracy:  0.801, Validation Accuracy:  0.801, Loss:  0.201
Epoch  46 Batch   79/134 - Train Accuracy:  0.805, Validation Accuracy:  0.799, Loss:  0.195
Epoch  46 Batch   80/134 - Train Accuracy:  0.797, Validation Accuracy:  0.794, Loss:  0.199
Epoch  46 Batch   81/134 - Train Accuracy:  0.808, Validation Accuracy:  0.799, Loss:  0.198
Epoch  46 Batch   82/134 - Train Accuracy:  0.813, Validation Accuracy:  0.800, Loss:  0.189
Epoch  46 Batch   83/134 - Train Accuracy:  0.804, Validation Accuracy:  0.798, Loss:  0.199
Epoch  46 Batch   84/134 - Train Accuracy:  0.799, Validation Accuracy:  0.804, Loss:  0.196
Epoch  46 Batch   85/134 - Train Accuracy:  0.797, Validation Accuracy:  0.804, Loss:  0.204
Epoch  46 Batch   86/134 - Train Accuracy:  0.801, Validation Accuracy:  0.803, Loss:  0.195
Epoch  46 Batch   87/134 - Train Accuracy:  0.799, Validation Accuracy:  0.803, Loss:  0.209
Epoch  46 Batch   88/134 - Train Accuracy:  0.807, Validation Accuracy:  0.805, Loss:  0.187
Epoch  46 Batch   89/134 - Train Accuracy:  0.808, Validation Accuracy:  0.799, Loss:  0.192
Epoch  46 Batch   90/134 - Train Accuracy:  0.795, Validation Accuracy:  0.800, Loss:  0.197
Epoch  46 Batch   91/134 - Train Accuracy:  0.836, Validation Accuracy:  0.803, Loss:  0.169
Epoch  46 Batch   92/134 - Train Accuracy:  0.816, Validation Accuracy:  0.806, Loss:  0.193
Epoch  46 Batch   93/134 - Train Accuracy:  0.809, Validation Accuracy:  0.798, Loss:  0.195
Epoch  46 Batch   94/134 - Train Accuracy:  0.800, Validation Accuracy:  0.802, Loss:  0.192
Epoch  46 Batch   95/134 - Train Accuracy:  0.813, Validation Accuracy:  0.809, Loss:  0.192
Epoch  46 Batch   96/134 - Train Accuracy:  0.808, Validation Accuracy:  0.800, Loss:  0.192
Epoch  46 Batch   97/134 - Train Accuracy:  0.793, Validation Accuracy:  0.799, Loss:  0.194
Epoch  46 Batch   98/134 - Train Accuracy:  0.789, Validation Accuracy:  0.807, Loss:  0.207
Epoch  46 Batch   99/134 - Train Accuracy:  0.805, Validation Accuracy:  0.799, Loss:  0.199
Epoch  46 Batch  100/134 - Train Accuracy:  0.786, Validation Accuracy:  0.794, Loss:  0.199
Epoch  46 Batch  101/134 - Train Accuracy:  0.790, Validation Accuracy:  0.803, Loss:  0.208
Epoch  46 Batch  102/134 - Train Accuracy:  0.792, Validation Accuracy:  0.794, Loss:  0.202
Epoch  46 Batch  103/134 - Train Accuracy:  0.816, Validation Accuracy:  0.797, Loss:  0.189
Epoch  46 Batch  104/134 - Train Accuracy:  0.820, Validation Accuracy:  0.806, Loss:  0.189
Epoch  46 Batch  105/134 - Train Accuracy:  0.806, Validation Accuracy:  0.799, Loss:  0.199
Epoch  46 Batch  106/134 - Train Accuracy:  0.803, Validation Accuracy:  0.803, Loss:  0.195
Epoch  46 Batch  107/134 - Train Accuracy:  0.818, Validation Accuracy:  0.806, Loss:  0.193
Epoch  46 Batch  108/134 - Train Accuracy:  0.784, Validation Accuracy:  0.799, Loss:  0.202
Epoch  46 Batch  109/134 - Train Accuracy:  0.809, Validation Accuracy:  0.803, Loss:  0.190
Epoch  46 Batch  110/134 - Train Accuracy:  0.819, Validation Accuracy:  0.805, Loss:  0.194
Epoch  46 Batch  111/134 - Train Accuracy:  0.805, Validation Accuracy:  0.799, Loss:  0.198
Epoch  46 Batch  112/134 - Train Accuracy:  0.807, Validation Accuracy:  0.796, Loss:  0.190
Epoch  46 Batch  113/134 - Train Accuracy:  0.824, Validation Accuracy:  0.799, Loss:  0.177
Epoch  46 Batch  114/134 - Train Accuracy:  0.799, Validation Accuracy:  0.805, Loss:  0.199
Epoch  46 Batch  115/134 - Train Accuracy:  0.779, Validation Accuracy:  0.797, Loss:  0.208
Epoch  46 Batch  116/134 - Train Accuracy:  0.805, Validation Accuracy:  0.803, Loss:  0.198
Epoch  46 Batch  117/134 - Train Accuracy:  0.806, Validation Accuracy:  0.803, Loss:  0.189
Epoch  46 Batch  118/134 - Train Accuracy:  0.801, Validation Accuracy:  0.795, Loss:  0.194
Epoch  46 Batch  119/134 - Train Accuracy:  0.824, Validation Accuracy:  0.802, Loss:  0.174
Epoch  46 Batch  120/134 - Train Accuracy:  0.805, Validation Accuracy:  0.807, Loss:  0.198
Epoch  46 Batch  121/134 - Train Accuracy:  0.800, Validation Accuracy:  0.803, Loss:  0.193
Epoch  46 Batch  122/134 - Train Accuracy:  0.796, Validation Accuracy:  0.805, Loss:  0.198
Epoch  46 Batch  123/134 - Train Accuracy:  0.814, Validation Accuracy:  0.808, Loss:  0.190
Epoch  46 Batch  124/134 - Train Accuracy:  0.828, Validation Accuracy:  0.798, Loss:  0.176
Epoch  46 Batch  125/134 - Train Accuracy:  0.803, Validation Accuracy:  0.804, Loss:  0.193
Epoch  46 Batch  126/134 - Train Accuracy:  0.789, Validation Accuracy:  0.800, Loss:  0.204
Epoch  46 Batch  127/134 - Train Accuracy:  0.802, Validation Accuracy:  0.806, Loss:  0.185
Epoch  46 Batch  128/134 - Train Accuracy:  0.794, Validation Accuracy:  0.804, Loss:  0.203
Epoch  46 Batch  129/134 - Train Accuracy:  0.805, Validation Accuracy:  0.802, Loss:  0.197
Epoch  46 Batch  130/134 - Train Accuracy:  0.803, Validation Accuracy:  0.806, Loss:  0.192
Epoch  46 Batch  131/134 - Train Accuracy:  0.796, Validation Accuracy:  0.805, Loss:  0.206
Epoch  46 Batch  132/134 - Train Accuracy:  0.803, Validation Accuracy:  0.803, Loss:  0.193
Epoch  47 Batch    0/134 - Train Accuracy:  0.807, Validation Accuracy:  0.804, Loss:  0.192
Epoch  47 Batch    1/134 - Train Accuracy:  0.802, Validation Accuracy:  0.803, Loss:  0.205
Epoch  47 Batch    2/134 - Train Accuracy:  0.807, Validation Accuracy:  0.799, Loss:  0.190
Epoch  47 Batch    3/134 - Train Accuracy:  0.810, Validation Accuracy:  0.804, Loss:  0.192
Epoch  47 Batch    4/134 - Train Accuracy:  0.791, Validation Accuracy:  0.801, Loss:  0.199
Epoch  47 Batch    5/134 - Train Accuracy:  0.794, Validation Accuracy:  0.797, Loss:  0.200
Epoch  47 Batch    6/134 - Train Accuracy:  0.805, Validation Accuracy:  0.803, Loss:  0.183
Epoch  47 Batch    7/134 - Train Accuracy:  0.799, Validation Accuracy:  0.803, Loss:  0.191
Epoch  47 Batch    8/134 - Train Accuracy:  0.807, Validation Accuracy:  0.796, Loss:  0.191
Epoch  47 Batch    9/134 - Train Accuracy:  0.826, Validation Accuracy:  0.803, Loss:  0.180
Epoch  47 Batch   10/134 - Train Accuracy:  0.805, Validation Accuracy:  0.801, Loss:  0.193
Epoch  47 Batch   11/134 - Train Accuracy:  0.805, Validation Accuracy:  0.794, Loss:  0.189
Epoch  47 Batch   12/134 - Train Accuracy:  0.821, Validation Accuracy:  0.807, Loss:  0.186
Epoch  47 Batch   13/134 - Train Accuracy:  0.773, Validation Accuracy:  0.794, Loss:  0.206
Epoch  47 Batch   14/134 - Train Accuracy:  0.780, Validation Accuracy:  0.784, Loss:  0.209
Epoch  47 Batch   15/134 - Train Accuracy:  0.758, Validation Accuracy:  0.760, Loss:  0.267
Epoch  47 Batch   16/134 - Train Accuracy:  0.797, Validation Accuracy:  0.797, Loss:  0.262
Epoch  47 Batch   17/134 - Train Accuracy:  0.777, Validation Accuracy:  0.780, Loss:  0.233
Epoch  47 Batch   18/134 - Train Accuracy:  0.805, Validation Accuracy:  0.801, Loss:  0.218
Epoch  47 Batch   19/134 - Train Accuracy:  0.784, Validation Accuracy:  0.782, Loss:  0.211
Epoch  47 Batch   20/134 - Train Accuracy:  0.809, Validation Accuracy:  0.796, Loss:  0.195
Epoch  47 Batch   21/134 - Train Accuracy:  0.787, Validation Accuracy:  0.794, Loss:  0.197
Epoch  47 Batch   22/134 - Train Accuracy:  0.786, Validation Accuracy:  0.795, Loss:  0.208
Epoch  47 Batch   23/134 - Train Accuracy:  0.812, Validation Accuracy:  0.785, Loss:  0.181
Epoch  47 Batch   24/134 - Train Accuracy:  0.792, Validation Accuracy:  0.796, Loss:  0.206
Epoch  47 Batch   25/134 - Train Accuracy:  0.787, Validation Accuracy:  0.797, Loss:  0.193
Epoch  47 Batch   26/134 - Train Accuracy:  0.796, Validation Accuracy:  0.792, Loss:  0.205
Epoch  47 Batch   27/134 - Train Accuracy:  0.794, Validation Accuracy:  0.794, Loss:  0.199
Epoch  47 Batch   28/134 - Train Accuracy:  0.793, Validation Accuracy:  0.798, Loss:  0.201
Epoch  47 Batch   29/134 - Train Accuracy:  0.812, Validation Accuracy:  0.804, Loss:  0.183
Epoch  47 Batch   30/134 - Train Accuracy:  0.812, Validation Accuracy:  0.798, Loss:  0.184
Epoch  47 Batch   31/134 - Train Accuracy:  0.808, Validation Accuracy:  0.799, Loss:  0.196
Epoch  47 Batch   32/134 - Train Accuracy:  0.800, Validation Accuracy:  0.803, Loss:  0.190
Epoch  47 Batch   33/134 - Train Accuracy:  0.788, Validation Accuracy:  0.802, Loss:  0.208
Epoch  47 Batch   34/134 - Train Accuracy:  0.790, Validation Accuracy:  0.796, Loss:  0.202
Epoch  47 Batch   35/134 - Train Accuracy:  0.814, Validation Accuracy:  0.801, Loss:  0.196
Epoch  47 Batch   36/134 - Train Accuracy:  0.804, Validation Accuracy:  0.799, Loss:  0.190
Epoch  47 Batch   37/134 - Train Accuracy:  0.783, Validation Accuracy:  0.794, Loss:  0.200
Epoch  47 Batch   38/134 - Train Accuracy:  0.807, Validation Accuracy:  0.788, Loss:  0.187
Epoch  47 Batch   39/134 - Train Accuracy:  0.803, Validation Accuracy:  0.797, Loss:  0.196
Epoch  47 Batch   40/134 - Train Accuracy:  0.809, Validation Accuracy:  0.800, Loss:  0.193
Epoch  47 Batch   41/134 - Train Accuracy:  0.789, Validation Accuracy:  0.798, Loss:  0.206
Epoch  47 Batch   42/134 - Train Accuracy:  0.799, Validation Accuracy:  0.800, Loss:  0.192
Epoch  47 Batch   43/134 - Train Accuracy:  0.794, Validation Accuracy:  0.805, Loss:  0.197
Epoch  47 Batch   44/134 - Train Accuracy:  0.798, Validation Accuracy:  0.804, Loss:  0.193
Epoch  47 Batch   45/134 - Train Accuracy:  0.806, Validation Accuracy:  0.794, Loss:  0.189
Epoch  47 Batch   46/134 - Train Accuracy:  0.810, Validation Accuracy:  0.803, Loss:  0.191
Epoch  47 Batch   47/134 - Train Accuracy:  0.798, Validation Accuracy:  0.806, Loss:  0.197
Epoch  47 Batch   48/134 - Train Accuracy:  0.797, Validation Accuracy:  0.800, Loss:  0.193
Epoch  47 Batch   49/134 - Train Accuracy:  0.810, Validation Accuracy:  0.796, Loss:  0.189
Epoch  47 Batch   50/134 - Train Accuracy:  0.810, Validation Accuracy:  0.807, Loss:  0.195
Epoch  47 Batch   51/134 - Train Accuracy:  0.812, Validation Accuracy:  0.806, Loss:  0.187
Epoch  47 Batch   52/134 - Train Accuracy:  0.802, Validation Accuracy:  0.801, Loss:  0.193
Epoch  47 Batch   53/134 - Train Accuracy:  0.800, Validation Accuracy:  0.802, Loss:  0.190
Epoch  47 Batch   54/134 - Train Accuracy:  0.798, Validation Accuracy:  0.806, Loss:  0.195
Epoch  47 Batch   55/134 - Train Accuracy:  0.803, Validation Accuracy:  0.806, Loss:  0.201
Epoch  47 Batch   56/134 - Train Accuracy:  0.813, Validation Accuracy:  0.806, Loss:  0.189
Epoch  47 Batch   57/134 - Train Accuracy:  0.807, Validation Accuracy:  0.799, Loss:  0.195
Epoch  47 Batch   58/134 - Train Accuracy:  0.812, Validation Accuracy:  0.802, Loss:  0.194
Epoch  47 Batch   59/134 - Train Accuracy:  0.790, Validation Accuracy:  0.805, Loss:  0.197
Epoch  47 Batch   60/134 - Train Accuracy:  0.807, Validation Accuracy:  0.805, Loss:  0.188
Epoch  47 Batch   61/134 - Train Accuracy:  0.800, Validation Accuracy:  0.801, Loss:  0.186
Epoch  47 Batch   62/134 - Train Accuracy:  0.794, Validation Accuracy:  0.804, Loss:  0.194
Epoch  47 Batch   63/134 - Train Accuracy:  0.806, Validation Accuracy:  0.800, Loss:  0.187
Epoch  47 Batch   64/134 - Train Accuracy:  0.801, Validation Accuracy:  0.801, Loss:  0.190
Epoch  47 Batch   65/134 - Train Accuracy:  0.794, Validation Accuracy:  0.804, Loss:  0.194
Epoch  47 Batch   66/134 - Train Accuracy:  0.811, Validation Accuracy:  0.804, Loss:  0.184
Epoch  47 Batch   67/134 - Train Accuracy:  0.781, Validation Accuracy:  0.802, Loss:  0.207
Epoch  47 Batch   68/134 - Train Accuracy:  0.795, Validation Accuracy:  0.805, Loss:  0.202
Epoch  47 Batch   69/134 - Train Accuracy:  0.797, Validation Accuracy:  0.804, Loss:  0.196
Epoch  47 Batch   70/134 - Train Accuracy:  0.798, Validation Accuracy:  0.805, Loss:  0.187
Epoch  47 Batch   71/134 - Train Accuracy:  0.810, Validation Accuracy:  0.806, Loss:  0.183
Epoch  47 Batch   72/134 - Train Accuracy:  0.800, Validation Accuracy:  0.807, Loss:  0.190
Epoch  47 Batch   73/134 - Train Accuracy:  0.811, Validation Accuracy:  0.807, Loss:  0.188
Epoch  47 Batch   74/134 - Train Accuracy:  0.798, Validation Accuracy:  0.805, Loss:  0.197
Epoch  47 Batch   75/134 - Train Accuracy:  0.819, Validation Accuracy:  0.805, Loss:  0.189
Epoch  47 Batch   76/134 - Train Accuracy:  0.809, Validation Accuracy:  0.804, Loss:  0.185
Epoch  47 Batch   77/134 - Train Accuracy:  0.804, Validation Accuracy:  0.803, Loss:  0.182
Epoch  47 Batch   78/134 - Train Accuracy:  0.799, Validation Accuracy:  0.804, Loss:  0.194
Epoch  47 Batch   79/134 - Train Accuracy:  0.811, Validation Accuracy:  0.807, Loss:  0.187
Epoch  47 Batch   80/134 - Train Accuracy:  0.805, Validation Accuracy:  0.803, Loss:  0.192
Epoch  47 Batch   81/134 - Train Accuracy:  0.816, Validation Accuracy:  0.802, Loss:  0.190
Epoch  47 Batch   82/134 - Train Accuracy:  0.816, Validation Accuracy:  0.806, Loss:  0.182
Epoch  47 Batch   83/134 - Train Accuracy:  0.807, Validation Accuracy:  0.809, Loss:  0.191
Epoch  47 Batch   84/134 - Train Accuracy:  0.806, Validation Accuracy:  0.804, Loss:  0.189
Epoch  47 Batch   85/134 - Train Accuracy:  0.799, Validation Accuracy:  0.803, Loss:  0.197
Epoch  47 Batch   86/134 - Train Accuracy:  0.808, Validation Accuracy:  0.811, Loss:  0.188
Epoch  47 Batch   87/134 - Train Accuracy:  0.804, Validation Accuracy:  0.810, Loss:  0.202
Epoch  47 Batch   88/134 - Train Accuracy:  0.812, Validation Accuracy:  0.812, Loss:  0.181
Epoch  47 Batch   89/134 - Train Accuracy:  0.818, Validation Accuracy:  0.812, Loss:  0.185
Epoch  47 Batch   90/134 - Train Accuracy:  0.803, Validation Accuracy:  0.807, Loss:  0.190
Epoch  47 Batch   91/134 - Train Accuracy:  0.839, Validation Accuracy:  0.806, Loss:  0.163
Epoch  47 Batch   92/134 - Train Accuracy:  0.823, Validation Accuracy:  0.814, Loss:  0.186
Epoch  47 Batch   93/134 - Train Accuracy:  0.813, Validation Accuracy:  0.812, Loss:  0.188
Epoch  47 Batch   94/134 - Train Accuracy:  0.806, Validation Accuracy:  0.808, Loss:  0.186
Epoch  47 Batch   95/134 - Train Accuracy:  0.819, Validation Accuracy:  0.815, Loss:  0.186
Epoch  47 Batch   96/134 - Train Accuracy:  0.820, Validation Accuracy:  0.812, Loss:  0.185
Epoch  47 Batch   97/134 - Train Accuracy:  0.796, Validation Accuracy:  0.805, Loss:  0.187
Epoch  47 Batch   98/134 - Train Accuracy:  0.795, Validation Accuracy:  0.813, Loss:  0.199
Epoch  47 Batch   99/134 - Train Accuracy:  0.808, Validation Accuracy:  0.811, Loss:  0.192
Epoch  47 Batch  100/134 - Train Accuracy:  0.789, Validation Accuracy:  0.799, Loss:  0.192
Epoch  47 Batch  101/134 - Train Accuracy:  0.798, Validation Accuracy:  0.811, Loss:  0.202
Epoch  47 Batch  102/134 - Train Accuracy:  0.803, Validation Accuracy:  0.810, Loss:  0.194
Epoch  47 Batch  103/134 - Train Accuracy:  0.812, Validation Accuracy:  0.800, Loss:  0.181
Epoch  47 Batch  104/134 - Train Accuracy:  0.826, Validation Accuracy:  0.813, Loss:  0.184
Epoch  47 Batch  105/134 - Train Accuracy:  0.817, Validation Accuracy:  0.811, Loss:  0.192
Epoch  47 Batch  106/134 - Train Accuracy:  0.806, Validation Accuracy:  0.802, Loss:  0.188
Epoch  47 Batch  107/134 - Train Accuracy:  0.817, Validation Accuracy:  0.809, Loss:  0.187
Epoch  47 Batch  108/134 - Train Accuracy:  0.801, Validation Accuracy:  0.812, Loss:  0.194
Epoch  47 Batch  109/134 - Train Accuracy:  0.811, Validation Accuracy:  0.808, Loss:  0.182
Epoch  47 Batch  110/134 - Train Accuracy:  0.826, Validation Accuracy:  0.809, Loss:  0.187
Epoch  47 Batch  111/134 - Train Accuracy:  0.816, Validation Accuracy:  0.809, Loss:  0.191
Epoch  47 Batch  112/134 - Train Accuracy:  0.815, Validation Accuracy:  0.804, Loss:  0.184
Epoch  47 Batch  113/134 - Train Accuracy:  0.824, Validation Accuracy:  0.800, Loss:  0.171
Epoch  47 Batch  114/134 - Train Accuracy:  0.804, Validation Accuracy:  0.808, Loss:  0.192
Epoch  47 Batch  115/134 - Train Accuracy:  0.785, Validation Accuracy:  0.799, Loss:  0.204
Epoch  47 Batch  116/134 - Train Accuracy:  0.809, Validation Accuracy:  0.804, Loss:  0.194
Epoch  47 Batch  117/134 - Train Accuracy:  0.810, Validation Accuracy:  0.810, Loss:  0.182
Epoch  47 Batch  118/134 - Train Accuracy:  0.805, Validation Accuracy:  0.800, Loss:  0.189
Epoch  47 Batch  119/134 - Train Accuracy:  0.826, Validation Accuracy:  0.806, Loss:  0.169
Epoch  47 Batch  120/134 - Train Accuracy:  0.809, Validation Accuracy:  0.813, Loss:  0.191
Epoch  47 Batch  121/134 - Train Accuracy:  0.807, Validation Accuracy:  0.813, Loss:  0.188
Epoch  47 Batch  122/134 - Train Accuracy:  0.799, Validation Accuracy:  0.806, Loss:  0.191
Epoch  47 Batch  123/134 - Train Accuracy:  0.817, Validation Accuracy:  0.813, Loss:  0.183
Epoch  47 Batch  124/134 - Train Accuracy:  0.835, Validation Accuracy:  0.810, Loss:  0.171
Epoch  47 Batch  125/134 - Train Accuracy:  0.812, Validation Accuracy:  0.804, Loss:  0.185
Epoch  47 Batch  126/134 - Train Accuracy:  0.791, Validation Accuracy:  0.810, Loss:  0.195
Epoch  47 Batch  127/134 - Train Accuracy:  0.803, Validation Accuracy:  0.813, Loss:  0.179
Epoch  47 Batch  128/134 - Train Accuracy:  0.792, Validation Accuracy:  0.807, Loss:  0.196
Epoch  47 Batch  129/134 - Train Accuracy:  0.809, Validation Accuracy:  0.807, Loss:  0.190
Epoch  47 Batch  130/134 - Train Accuracy:  0.807, Validation Accuracy:  0.812, Loss:  0.186
Epoch  47 Batch  131/134 - Train Accuracy:  0.799, Validation Accuracy:  0.812, Loss:  0.199
Epoch  47 Batch  132/134 - Train Accuracy:  0.809, Validation Accuracy:  0.811, Loss:  0.186
Epoch  48 Batch    0/134 - Train Accuracy:  0.813, Validation Accuracy:  0.810, Loss:  0.187
Epoch  48 Batch    1/134 - Train Accuracy:  0.806, Validation Accuracy:  0.809, Loss:  0.197
Epoch  48 Batch    2/134 - Train Accuracy:  0.815, Validation Accuracy:  0.806, Loss:  0.183
Epoch  48 Batch    3/134 - Train Accuracy:  0.814, Validation Accuracy:  0.808, Loss:  0.185
Epoch  48 Batch    4/134 - Train Accuracy:  0.799, Validation Accuracy:  0.806, Loss:  0.192
Epoch  48 Batch    5/134 - Train Accuracy:  0.800, Validation Accuracy:  0.804, Loss:  0.192
Epoch  48 Batch    6/134 - Train Accuracy:  0.811, Validation Accuracy:  0.808, Loss:  0.176
Epoch  48 Batch    7/134 - Train Accuracy:  0.804, Validation Accuracy:  0.807, Loss:  0.184
Epoch  48 Batch    8/134 - Train Accuracy:  0.814, Validation Accuracy:  0.803, Loss:  0.184
Epoch  48 Batch    9/134 - Train Accuracy:  0.829, Validation Accuracy:  0.807, Loss:  0.174
Epoch  48 Batch   10/134 - Train Accuracy:  0.806, Validation Accuracy:  0.810, Loss:  0.185
Epoch  48 Batch   11/134 - Train Accuracy:  0.811, Validation Accuracy:  0.806, Loss:  0.183
Epoch  48 Batch   12/134 - Train Accuracy:  0.824, Validation Accuracy:  0.805, Loss:  0.178
Epoch  48 Batch   13/134 - Train Accuracy:  0.798, Validation Accuracy:  0.814, Loss:  0.195
Epoch  48 Batch   14/134 - Train Accuracy:  0.811, Validation Accuracy:  0.811, Loss:  0.191
Epoch  48 Batch   15/134 - Train Accuracy:  0.811, Validation Accuracy:  0.803, Loss:  0.178
Epoch  48 Batch   16/134 - Train Accuracy:  0.812, Validation Accuracy:  0.809, Loss:  0.182
Epoch  48 Batch   17/134 - Train Accuracy:  0.805, Validation Accuracy:  0.810, Loss:  0.195
Epoch  48 Batch   18/134 - Train Accuracy:  0.806, Validation Accuracy:  0.802, Loss:  0.185
Epoch  48 Batch   19/134 - Train Accuracy:  0.806, Validation Accuracy:  0.809, Loss:  0.192
Epoch  48 Batch   20/134 - Train Accuracy:  0.819, Validation Accuracy:  0.810, Loss:  0.181
Epoch  48 Batch   21/134 - Train Accuracy:  0.812, Validation Accuracy:  0.803, Loss:  0.186
Epoch  48 Batch   22/134 - Train Accuracy:  0.795, Validation Accuracy:  0.809, Loss:  0.190
Epoch  48 Batch   23/134 - Train Accuracy:  0.824, Validation Accuracy:  0.809, Loss:  0.172
Epoch  48 Batch   24/134 - Train Accuracy:  0.800, Validation Accuracy:  0.803, Loss:  0.190
Epoch  48 Batch   25/134 - Train Accuracy:  0.804, Validation Accuracy:  0.810, Loss:  0.182
Epoch  48 Batch   26/134 - Train Accuracy:  0.816, Validation Accuracy:  0.813, Loss:  0.193
Epoch  48 Batch   27/134 - Train Accuracy:  0.805, Validation Accuracy:  0.807, Loss:  0.188
Epoch  48 Batch   28/134 - Train Accuracy:  0.809, Validation Accuracy:  0.807, Loss:  0.190
Epoch  48 Batch   29/134 - Train Accuracy:  0.821, Validation Accuracy:  0.813, Loss:  0.172
Epoch  48 Batch   30/134 - Train Accuracy:  0.831, Validation Accuracy:  0.808, Loss:  0.176
Epoch  48 Batch   31/134 - Train Accuracy:  0.814, Validation Accuracy:  0.808, Loss:  0.185
Epoch  48 Batch   32/134 - Train Accuracy:  0.815, Validation Accuracy:  0.813, Loss:  0.181
Epoch  48 Batch   33/134 - Train Accuracy:  0.794, Validation Accuracy:  0.811, Loss:  0.198
Epoch  48 Batch   34/134 - Train Accuracy:  0.807, Validation Accuracy:  0.813, Loss:  0.194
Epoch  48 Batch   35/134 - Train Accuracy:  0.819, Validation Accuracy:  0.809, Loss:  0.185
Epoch  48 Batch   36/134 - Train Accuracy:  0.811, Validation Accuracy:  0.810, Loss:  0.182
Epoch  48 Batch   37/134 - Train Accuracy:  0.793, Validation Accuracy:  0.806, Loss:  0.189
Epoch  48 Batch   38/134 - Train Accuracy:  0.822, Validation Accuracy:  0.810, Loss:  0.179
Epoch  48 Batch   39/134 - Train Accuracy:  0.810, Validation Accuracy:  0.810, Loss:  0.186
Epoch  48 Batch   40/134 - Train Accuracy:  0.817, Validation Accuracy:  0.808, Loss:  0.184
Epoch  48 Batch   41/134 - Train Accuracy:  0.802, Validation Accuracy:  0.810, Loss:  0.197
Epoch  48 Batch   42/134 - Train Accuracy:  0.810, Validation Accuracy:  0.815, Loss:  0.182
Epoch  48 Batch   43/134 - Train Accuracy:  0.798, Validation Accuracy:  0.811, Loss:  0.189
Epoch  48 Batch   44/134 - Train Accuracy:  0.802, Validation Accuracy:  0.808, Loss:  0.183
Epoch  48 Batch   45/134 - Train Accuracy:  0.816, Validation Accuracy:  0.811, Loss:  0.182
Epoch  48 Batch   46/134 - Train Accuracy:  0.819, Validation Accuracy:  0.814, Loss:  0.182
Epoch  48 Batch   47/134 - Train Accuracy:  0.805, Validation Accuracy:  0.808, Loss:  0.188
Epoch  48 Batch   48/134 - Train Accuracy:  0.807, Validation Accuracy:  0.809, Loss:  0.184
Epoch  48 Batch   49/134 - Train Accuracy:  0.819, Validation Accuracy:  0.808, Loss:  0.181
Epoch  48 Batch   50/134 - Train Accuracy:  0.818, Validation Accuracy:  0.811, Loss:  0.185
Epoch  48 Batch   51/134 - Train Accuracy:  0.818, Validation Accuracy:  0.810, Loss:  0.179
Epoch  48 Batch   52/134 - Train Accuracy:  0.810, Validation Accuracy:  0.810, Loss:  0.183
Epoch  48 Batch   53/134 - Train Accuracy:  0.814, Validation Accuracy:  0.810, Loss:  0.181
Epoch  48 Batch   54/134 - Train Accuracy:  0.809, Validation Accuracy:  0.808, Loss:  0.186
Epoch  48 Batch   55/134 - Train Accuracy:  0.811, Validation Accuracy:  0.811, Loss:  0.192
Epoch  48 Batch   56/134 - Train Accuracy:  0.815, Validation Accuracy:  0.810, Loss:  0.181
Epoch  48 Batch   57/134 - Train Accuracy:  0.811, Validation Accuracy:  0.807, Loss:  0.186
Epoch  48 Batch   58/134 - Train Accuracy:  0.816, Validation Accuracy:  0.812, Loss:  0.185
Epoch  48 Batch   59/134 - Train Accuracy:  0.798, Validation Accuracy:  0.811, Loss:  0.189
Epoch  48 Batch   60/134 - Train Accuracy:  0.811, Validation Accuracy:  0.808, Loss:  0.180
Epoch  48 Batch   61/134 - Train Accuracy:  0.805, Validation Accuracy:  0.809, Loss:  0.179
Epoch  48 Batch   62/134 - Train Accuracy:  0.802, Validation Accuracy:  0.811, Loss:  0.186
Epoch  48 Batch   63/134 - Train Accuracy:  0.810, Validation Accuracy:  0.806, Loss:  0.180
Epoch  48 Batch   64/134 - Train Accuracy:  0.808, Validation Accuracy:  0.807, Loss:  0.183
Epoch  48 Batch   65/134 - Train Accuracy:  0.804, Validation Accuracy:  0.812, Loss:  0.187
Epoch  48 Batch   66/134 - Train Accuracy:  0.813, Validation Accuracy:  0.809, Loss:  0.177
Epoch  48 Batch   67/134 - Train Accuracy:  0.782, Validation Accuracy:  0.810, Loss:  0.199
Epoch  48 Batch   68/134 - Train Accuracy:  0.803, Validation Accuracy:  0.810, Loss:  0.194
Epoch  48 Batch   69/134 - Train Accuracy:  0.801, Validation Accuracy:  0.809, Loss:  0.190
Epoch  48 Batch   70/134 - Train Accuracy:  0.808, Validation Accuracy:  0.810, Loss:  0.181
Epoch  48 Batch   71/134 - Train Accuracy:  0.818, Validation Accuracy:  0.812, Loss:  0.177
Epoch  48 Batch   72/134 - Train Accuracy:  0.803, Validation Accuracy:  0.810, Loss:  0.183
Epoch  48 Batch   73/134 - Train Accuracy:  0.811, Validation Accuracy:  0.810, Loss:  0.182
Epoch  48 Batch   74/134 - Train Accuracy:  0.804, Validation Accuracy:  0.814, Loss:  0.191
Epoch  48 Batch   75/134 - Train Accuracy:  0.819, Validation Accuracy:  0.809, Loss:  0.182
Epoch  48 Batch   76/134 - Train Accuracy:  0.812, Validation Accuracy:  0.808, Loss:  0.179
Epoch  48 Batch   77/134 - Train Accuracy:  0.814, Validation Accuracy:  0.807, Loss:  0.176
Epoch  48 Batch   78/134 - Train Accuracy:  0.803, Validation Accuracy:  0.805, Loss:  0.187
Epoch  48 Batch   79/134 - Train Accuracy:  0.815, Validation Accuracy:  0.812, Loss:  0.182
Epoch  48 Batch   80/134 - Train Accuracy:  0.806, Validation Accuracy:  0.804, Loss:  0.186
Epoch  48 Batch   81/134 - Train Accuracy:  0.819, Validation Accuracy:  0.811, Loss:  0.185
Epoch  48 Batch   82/134 - Train Accuracy:  0.823, Validation Accuracy:  0.814, Loss:  0.175
Epoch  48 Batch   83/134 - Train Accuracy:  0.815, Validation Accuracy:  0.813, Loss:  0.186
Epoch  48 Batch   84/134 - Train Accuracy:  0.814, Validation Accuracy:  0.814, Loss:  0.182
Epoch  48 Batch   85/134 - Train Accuracy:  0.810, Validation Accuracy:  0.813, Loss:  0.190
Epoch  48 Batch   86/134 - Train Accuracy:  0.808, Validation Accuracy:  0.813, Loss:  0.181
Epoch  48 Batch   87/134 - Train Accuracy:  0.814, Validation Accuracy:  0.815, Loss:  0.195
Epoch  48 Batch   88/134 - Train Accuracy:  0.820, Validation Accuracy:  0.815, Loss:  0.174
Epoch  48 Batch   89/134 - Train Accuracy:  0.818, Validation Accuracy:  0.810, Loss:  0.179
Epoch  48 Batch   90/134 - Train Accuracy:  0.806, Validation Accuracy:  0.815, Loss:  0.183
Epoch  48 Batch   91/134 - Train Accuracy:  0.843, Validation Accuracy:  0.816, Loss:  0.157
Epoch  48 Batch   92/134 - Train Accuracy:  0.829, Validation Accuracy:  0.815, Loss:  0.180
Epoch  48 Batch   93/134 - Train Accuracy:  0.819, Validation Accuracy:  0.815, Loss:  0.181
Epoch  48 Batch   94/134 - Train Accuracy:  0.811, Validation Accuracy:  0.818, Loss:  0.179
Epoch  48 Batch   95/134 - Train Accuracy:  0.822, Validation Accuracy:  0.818, Loss:  0.179
Epoch  48 Batch   96/134 - Train Accuracy:  0.827, Validation Accuracy:  0.815, Loss:  0.178
Epoch  48 Batch   97/134 - Train Accuracy:  0.812, Validation Accuracy:  0.814, Loss:  0.181
Epoch  48 Batch   98/134 - Train Accuracy:  0.798, Validation Accuracy:  0.815, Loss:  0.192
Epoch  48 Batch   99/134 - Train Accuracy:  0.811, Validation Accuracy:  0.814, Loss:  0.185
Epoch  48 Batch  100/134 - Train Accuracy:  0.801, Validation Accuracy:  0.810, Loss:  0.185
Epoch  48 Batch  101/134 - Train Accuracy:  0.805, Validation Accuracy:  0.817, Loss:  0.194
Epoch  48 Batch  102/134 - Train Accuracy:  0.810, Validation Accuracy:  0.818, Loss:  0.186
Epoch  48 Batch  103/134 - Train Accuracy:  0.824, Validation Accuracy:  0.814, Loss:  0.174
Epoch  48 Batch  104/134 - Train Accuracy:  0.827, Validation Accuracy:  0.820, Loss:  0.176
Epoch  48 Batch  105/134 - Train Accuracy:  0.819, Validation Accuracy:  0.814, Loss:  0.185
Epoch  48 Batch  106/134 - Train Accuracy:  0.811, Validation Accuracy:  0.815, Loss:  0.181
Epoch  48 Batch  107/134 - Train Accuracy:  0.822, Validation Accuracy:  0.817, Loss:  0.180
Epoch  48 Batch  108/134 - Train Accuracy:  0.803, Validation Accuracy:  0.815, Loss:  0.187
Epoch  48 Batch  109/134 - Train Accuracy:  0.813, Validation Accuracy:  0.814, Loss:  0.175
Epoch  48 Batch  110/134 - Train Accuracy:  0.832, Validation Accuracy:  0.813, Loss:  0.180
Epoch  48 Batch  111/134 - Train Accuracy:  0.822, Validation Accuracy:  0.815, Loss:  0.183
Epoch  48 Batch  112/134 - Train Accuracy:  0.820, Validation Accuracy:  0.809, Loss:  0.176
Epoch  48 Batch  113/134 - Train Accuracy:  0.836, Validation Accuracy:  0.811, Loss:  0.165
Epoch  48 Batch  114/134 - Train Accuracy:  0.813, Validation Accuracy:  0.818, Loss:  0.184
Epoch  48 Batch  115/134 - Train Accuracy:  0.786, Validation Accuracy:  0.805, Loss:  0.195
Epoch  48 Batch  116/134 - Train Accuracy:  0.819, Validation Accuracy:  0.812, Loss:  0.186
Epoch  48 Batch  117/134 - Train Accuracy:  0.811, Validation Accuracy:  0.814, Loss:  0.177
Epoch  48 Batch  118/134 - Train Accuracy:  0.806, Validation Accuracy:  0.806, Loss:  0.181
Epoch  48 Batch  119/134 - Train Accuracy:  0.834, Validation Accuracy:  0.816, Loss:  0.163
Epoch  48 Batch  120/134 - Train Accuracy:  0.812, Validation Accuracy:  0.815, Loss:  0.187
Epoch  48 Batch  121/134 - Train Accuracy:  0.814, Validation Accuracy:  0.816, Loss:  0.181
Epoch  48 Batch  122/134 - Train Accuracy:  0.804, Validation Accuracy:  0.821, Loss:  0.184
Epoch  48 Batch  123/134 - Train Accuracy:  0.819, Validation Accuracy:  0.817, Loss:  0.179
Epoch  48 Batch  124/134 - Train Accuracy:  0.835, Validation Accuracy:  0.811, Loss:  0.165
Epoch  48 Batch  125/134 - Train Accuracy:  0.813, Validation Accuracy:  0.818, Loss:  0.180
Epoch  48 Batch  126/134 - Train Accuracy:  0.791, Validation Accuracy:  0.808, Loss:  0.195
Epoch  48 Batch  127/134 - Train Accuracy:  0.809, Validation Accuracy:  0.818, Loss:  0.177
Epoch  48 Batch  128/134 - Train Accuracy:  0.802, Validation Accuracy:  0.817, Loss:  0.189
Epoch  48 Batch  129/134 - Train Accuracy:  0.816, Validation Accuracy:  0.811, Loss:  0.185
Epoch  48 Batch  130/134 - Train Accuracy:  0.816, Validation Accuracy:  0.817, Loss:  0.181
Epoch  48 Batch  131/134 - Train Accuracy:  0.803, Validation Accuracy:  0.817, Loss:  0.191
Epoch  48 Batch  132/134 - Train Accuracy:  0.813, Validation Accuracy:  0.812, Loss:  0.182
Epoch  49 Batch    0/134 - Train Accuracy:  0.821, Validation Accuracy:  0.812, Loss:  0.182
Epoch  49 Batch    1/134 - Train Accuracy:  0.807, Validation Accuracy:  0.811, Loss:  0.191
Epoch  49 Batch    2/134 - Train Accuracy:  0.819, Validation Accuracy:  0.810, Loss:  0.177
Epoch  49 Batch    3/134 - Train Accuracy:  0.820, Validation Accuracy:  0.815, Loss:  0.179
Epoch  49 Batch    4/134 - Train Accuracy:  0.809, Validation Accuracy:  0.812, Loss:  0.186
Epoch  49 Batch    5/134 - Train Accuracy:  0.804, Validation Accuracy:  0.809, Loss:  0.187
Epoch  49 Batch    6/134 - Train Accuracy:  0.816, Validation Accuracy:  0.814, Loss:  0.171
Epoch  49 Batch    7/134 - Train Accuracy:  0.811, Validation Accuracy:  0.810, Loss:  0.178
Epoch  49 Batch    8/134 - Train Accuracy:  0.815, Validation Accuracy:  0.807, Loss:  0.178
Epoch  49 Batch    9/134 - Train Accuracy:  0.834, Validation Accuracy:  0.815, Loss:  0.168
Epoch  49 Batch   10/134 - Train Accuracy:  0.816, Validation Accuracy:  0.813, Loss:  0.181
Epoch  49 Batch   11/134 - Train Accuracy:  0.810, Validation Accuracy:  0.807, Loss:  0.175
Epoch  49 Batch   12/134 - Train Accuracy:  0.830, Validation Accuracy:  0.819, Loss:  0.174
Epoch  49 Batch   13/134 - Train Accuracy:  0.780, Validation Accuracy:  0.798, Loss:  0.194
Epoch  49 Batch   14/134 - Train Accuracy:  0.789, Validation Accuracy:  0.794, Loss:  0.197
Epoch  49 Batch   15/134 - Train Accuracy:  0.767, Validation Accuracy:  0.763, Loss:  0.255
Epoch  49 Batch   16/134 - Train Accuracy:  0.806, Validation Accuracy:  0.803, Loss:  0.243
Epoch  49 Batch   17/134 - Train Accuracy:  0.785, Validation Accuracy:  0.783, Loss:  0.225
Epoch  49 Batch   18/134 - Train Accuracy:  0.816, Validation Accuracy:  0.807, Loss:  0.206
Epoch  49 Batch   19/134 - Train Accuracy:  0.807, Validation Accuracy:  0.804, Loss:  0.195
Epoch  49 Batch   20/134 - Train Accuracy:  0.815, Validation Accuracy:  0.802, Loss:  0.182
Epoch  49 Batch   21/134 - Train Accuracy:  0.809, Validation Accuracy:  0.801, Loss:  0.184
Epoch  49 Batch   22/134 - Train Accuracy:  0.797, Validation Accuracy:  0.805, Loss:  0.190
Epoch  49 Batch   23/134 - Train Accuracy:  0.821, Validation Accuracy:  0.800, Loss:  0.169
Epoch  49 Batch   24/134 - Train Accuracy:  0.805, Validation Accuracy:  0.811, Loss:  0.190
Epoch  49 Batch   25/134 - Train Accuracy:  0.797, Validation Accuracy:  0.812, Loss:  0.179
Epoch  49 Batch   26/134 - Train Accuracy:  0.811, Validation Accuracy:  0.813, Loss:  0.191
Epoch  49 Batch   27/134 - Train Accuracy:  0.803, Validation Accuracy:  0.804, Loss:  0.185
Epoch  49 Batch   28/134 - Train Accuracy:  0.812, Validation Accuracy:  0.813, Loss:  0.187
Epoch  49 Batch   29/134 - Train Accuracy:  0.817, Validation Accuracy:  0.812, Loss:  0.170
Epoch  49 Batch   30/134 - Train Accuracy:  0.829, Validation Accuracy:  0.813, Loss:  0.172
Epoch  49 Batch   31/134 - Train Accuracy:  0.817, Validation Accuracy:  0.809, Loss:  0.181
Epoch  49 Batch   32/134 - Train Accuracy:  0.808, Validation Accuracy:  0.815, Loss:  0.178
Epoch  49 Batch   33/134 - Train Accuracy:  0.795, Validation Accuracy:  0.818, Loss:  0.193
Epoch  49 Batch   34/134 - Train Accuracy:  0.809, Validation Accuracy:  0.813, Loss:  0.188
Epoch  49 Batch   35/134 - Train Accuracy:  0.820, Validation Accuracy:  0.815, Loss:  0.182
Epoch  49 Batch   36/134 - Train Accuracy:  0.817, Validation Accuracy:  0.811, Loss:  0.176
Epoch  49 Batch   37/134 - Train Accuracy:  0.800, Validation Accuracy:  0.809, Loss:  0.185
Epoch  49 Batch   38/134 - Train Accuracy:  0.818, Validation Accuracy:  0.803, Loss:  0.174
Epoch  49 Batch   39/134 - Train Accuracy:  0.809, Validation Accuracy:  0.811, Loss:  0.181
Epoch  49 Batch   40/134 - Train Accuracy:  0.818, Validation Accuracy:  0.809, Loss:  0.180
Epoch  49 Batch   41/134 - Train Accuracy:  0.801, Validation Accuracy:  0.813, Loss:  0.191
Epoch  49 Batch   42/134 - Train Accuracy:  0.809, Validation Accuracy:  0.813, Loss:  0.178
Epoch  49 Batch   43/134 - Train Accuracy:  0.803, Validation Accuracy:  0.816, Loss:  0.184
Epoch  49 Batch   44/134 - Train Accuracy:  0.814, Validation Accuracy:  0.815, Loss:  0.179
Epoch  49 Batch   45/134 - Train Accuracy:  0.817, Validation Accuracy:  0.812, Loss:  0.176
Epoch  49 Batch   46/134 - Train Accuracy:  0.822, Validation Accuracy:  0.816, Loss:  0.177
Epoch  49 Batch   47/134 - Train Accuracy:  0.811, Validation Accuracy:  0.817, Loss:  0.184
Epoch  49 Batch   48/134 - Train Accuracy:  0.810, Validation Accuracy:  0.815, Loss:  0.179
Epoch  49 Batch   49/134 - Train Accuracy:  0.820, Validation Accuracy:  0.811, Loss:  0.176
Epoch  49 Batch   50/134 - Train Accuracy:  0.823, Validation Accuracy:  0.818, Loss:  0.182
Epoch  49 Batch   51/134 - Train Accuracy:  0.823, Validation Accuracy:  0.816, Loss:  0.174
Epoch  49 Batch   52/134 - Train Accuracy:  0.811, Validation Accuracy:  0.813, Loss:  0.180
Epoch  49 Batch   53/134 - Train Accuracy:  0.815, Validation Accuracy:  0.817, Loss:  0.176
Epoch  49 Batch   54/134 - Train Accuracy:  0.813, Validation Accuracy:  0.816, Loss:  0.181
Epoch  49 Batch   55/134 - Train Accuracy:  0.812, Validation Accuracy:  0.813, Loss:  0.187
Epoch  49 Batch   56/134 - Train Accuracy:  0.818, Validation Accuracy:  0.816, Loss:  0.176
Epoch  49 Batch   57/134 - Train Accuracy:  0.814, Validation Accuracy:  0.814, Loss:  0.182
Epoch  49 Batch   58/134 - Train Accuracy:  0.818, Validation Accuracy:  0.815, Loss:  0.180
Epoch  49 Batch   59/134 - Train Accuracy:  0.804, Validation Accuracy:  0.815, Loss:  0.183
Epoch  49 Batch   60/134 - Train Accuracy:  0.820, Validation Accuracy:  0.815, Loss:  0.175
Epoch  49 Batch   61/134 - Train Accuracy:  0.808, Validation Accuracy:  0.814, Loss:  0.172
Epoch  49 Batch   62/134 - Train Accuracy:  0.802, Validation Accuracy:  0.811, Loss:  0.182
Epoch  49 Batch   63/134 - Train Accuracy:  0.813, Validation Accuracy:  0.811, Loss:  0.174
Epoch  49 Batch   64/134 - Train Accuracy:  0.808, Validation Accuracy:  0.811, Loss:  0.177
Epoch  49 Batch   65/134 - Train Accuracy:  0.805, Validation Accuracy:  0.815, Loss:  0.181
Epoch  49 Batch   66/134 - Train Accuracy:  0.820, Validation Accuracy:  0.814, Loss:  0.171
Epoch  49 Batch   67/134 - Train Accuracy:  0.787, Validation Accuracy:  0.811, Loss:  0.193
Epoch  49 Batch   68/134 - Train Accuracy:  0.804, Validation Accuracy:  0.813, Loss:  0.187
Epoch  49 Batch   69/134 - Train Accuracy:  0.810, Validation Accuracy:  0.816, Loss:  0.183
Epoch  49 Batch   70/134 - Train Accuracy:  0.811, Validation Accuracy:  0.816, Loss:  0.174
Epoch  49 Batch   71/134 - Train Accuracy:  0.819, Validation Accuracy:  0.815, Loss:  0.170
Epoch  49 Batch   72/134 - Train Accuracy:  0.812, Validation Accuracy:  0.818, Loss:  0.177
Epoch  49 Batch   73/134 - Train Accuracy:  0.814, Validation Accuracy:  0.817, Loss:  0.175
Epoch  49 Batch   74/134 - Train Accuracy:  0.811, Validation Accuracy:  0.816, Loss:  0.184
Epoch  49 Batch   75/134 - Train Accuracy:  0.829, Validation Accuracy:  0.815, Loss:  0.176
Epoch  49 Batch   76/134 - Train Accuracy:  0.818, Validation Accuracy:  0.817, Loss:  0.172
Epoch  49 Batch   77/134 - Train Accuracy:  0.822, Validation Accuracy:  0.815, Loss:  0.169
Epoch  49 Batch   78/134 - Train Accuracy:  0.805, Validation Accuracy:  0.814, Loss:  0.181
Epoch  49 Batch   79/134 - Train Accuracy:  0.820, Validation Accuracy:  0.816, Loss:  0.174
Epoch  49 Batch   80/134 - Train Accuracy:  0.818, Validation Accuracy:  0.818, Loss:  0.178
Epoch  49 Batch   81/134 - Train Accuracy:  0.824, Validation Accuracy:  0.815, Loss:  0.177
Epoch  49 Batch   82/134 - Train Accuracy:  0.828, Validation Accuracy:  0.818, Loss:  0.169
Epoch  49 Batch   83/134 - Train Accuracy:  0.819, Validation Accuracy:  0.820, Loss:  0.177
Epoch  49 Batch   84/134 - Train Accuracy:  0.817, Validation Accuracy:  0.817, Loss:  0.175
Epoch  49 Batch   85/134 - Train Accuracy:  0.811, Validation Accuracy:  0.818, Loss:  0.183
Epoch  49 Batch   86/134 - Train Accuracy:  0.815, Validation Accuracy:  0.821, Loss:  0.174
Epoch  49 Batch   87/134 - Train Accuracy:  0.816, Validation Accuracy:  0.821, Loss:  0.189
Epoch  49 Batch   88/134 - Train Accuracy:  0.821, Validation Accuracy:  0.820, Loss:  0.168
Epoch  49 Batch   89/134 - Train Accuracy:  0.825, Validation Accuracy:  0.821, Loss:  0.172
Epoch  49 Batch   90/134 - Train Accuracy:  0.811, Validation Accuracy:  0.819, Loss:  0.177
Epoch  49 Batch   91/134 - Train Accuracy:  0.848, Validation Accuracy:  0.820, Loss:  0.152
Epoch  49 Batch   92/134 - Train Accuracy:  0.830, Validation Accuracy:  0.821, Loss:  0.173
Epoch  49 Batch   93/134 - Train Accuracy:  0.823, Validation Accuracy:  0.822, Loss:  0.175
Epoch  49 Batch   94/134 - Train Accuracy:  0.814, Validation Accuracy:  0.820, Loss:  0.173
Epoch  49 Batch   95/134 - Train Accuracy:  0.827, Validation Accuracy:  0.823, Loss:  0.172
Epoch  49 Batch   96/134 - Train Accuracy:  0.832, Validation Accuracy:  0.823, Loss:  0.171
Epoch  49 Batch   97/134 - Train Accuracy:  0.810, Validation Accuracy:  0.816, Loss:  0.174
Epoch  49 Batch   98/134 - Train Accuracy:  0.802, Validation Accuracy:  0.823, Loss:  0.185
Epoch  49 Batch   99/134 - Train Accuracy:  0.821, Validation Accuracy:  0.822, Loss:  0.178
Epoch  49 Batch  100/134 - Train Accuracy:  0.804, Validation Accuracy:  0.814, Loss:  0.179
Epoch  49 Batch  101/134 - Train Accuracy:  0.812, Validation Accuracy:  0.822, Loss:  0.188
Epoch  49 Batch  102/134 - Train Accuracy:  0.815, Validation Accuracy:  0.826, Loss:  0.179
Epoch  49 Batch  103/134 - Train Accuracy:  0.825, Validation Accuracy:  0.813, Loss:  0.169
Epoch  49 Batch  104/134 - Train Accuracy:  0.833, Validation Accuracy:  0.821, Loss:  0.171
Epoch  49 Batch  105/134 - Train Accuracy:  0.826, Validation Accuracy:  0.822, Loss:  0.179
Epoch  49 Batch  106/134 - Train Accuracy:  0.816, Validation Accuracy:  0.819, Loss:  0.177
Epoch  49 Batch  107/134 - Train Accuracy:  0.821, Validation Accuracy:  0.818, Loss:  0.174
Epoch  49 Batch  108/134 - Train Accuracy:  0.814, Validation Accuracy:  0.822, Loss:  0.181
Epoch  49 Batch  109/134 - Train Accuracy:  0.821, Validation Accuracy:  0.820, Loss:  0.170
Epoch  49 Batch  110/134 - Train Accuracy:  0.827, Validation Accuracy:  0.812, Loss:  0.173
Epoch  49 Batch  111/134 - Train Accuracy:  0.826, Validation Accuracy:  0.821, Loss:  0.179
Epoch  49 Batch  112/134 - Train Accuracy:  0.828, Validation Accuracy:  0.817, Loss:  0.171
Epoch  49 Batch  113/134 - Train Accuracy:  0.832, Validation Accuracy:  0.811, Loss:  0.159
Epoch  49 Batch  114/134 - Train Accuracy:  0.814, Validation Accuracy:  0.819, Loss:  0.180
Epoch  49 Batch  115/134 - Train Accuracy:  0.777, Validation Accuracy:  0.795, Loss:  0.194
Epoch  49 Batch  116/134 - Train Accuracy:  0.813, Validation Accuracy:  0.816, Loss:  0.193
Epoch  49 Batch  117/134 - Train Accuracy:  0.792, Validation Accuracy:  0.788, Loss:  0.189
Epoch  49 Batch  118/134 - Train Accuracy:  0.791, Validation Accuracy:  0.808, Loss:  0.205
Epoch  49 Batch  119/134 - Train Accuracy:  0.821, Validation Accuracy:  0.798, Loss:  0.185
Epoch  49 Batch  120/134 - Train Accuracy:  0.807, Validation Accuracy:  0.804, Loss:  0.184
Epoch  49 Batch  121/134 - Train Accuracy:  0.810, Validation Accuracy:  0.806, Loss:  0.180
Epoch  49 Batch  122/134 - Train Accuracy:  0.788, Validation Accuracy:  0.792, Loss:  0.204
Epoch  49 Batch  123/134 - Train Accuracy:  0.815, Validation Accuracy:  0.812, Loss:  0.185
Epoch  49 Batch  124/134 - Train Accuracy:  0.835, Validation Accuracy:  0.814, Loss:  0.161
Epoch  49 Batch  125/134 - Train Accuracy:  0.820, Validation Accuracy:  0.818, Loss:  0.182
Epoch  49 Batch  126/134 - Train Accuracy:  0.778, Validation Accuracy:  0.802, Loss:  0.184
Epoch  49 Batch  127/134 - Train Accuracy:  0.814, Validation Accuracy:  0.818, Loss:  0.176
Epoch  49 Batch  128/134 - Train Accuracy:  0.798, Validation Accuracy:  0.811, Loss:  0.186
Epoch  49 Batch  129/134 - Train Accuracy:  0.819, Validation Accuracy:  0.821, Loss:  0.184
Epoch  49 Batch  130/134 - Train Accuracy:  0.803, Validation Accuracy:  0.801, Loss:  0.175
Epoch  49 Batch  131/134 - Train Accuracy:  0.804, Validation Accuracy:  0.819, Loss:  0.194
Epoch  49 Batch  132/134 - Train Accuracy:  0.811, Validation Accuracy:  0.811, Loss:  0.176
Epoch  50 Batch    0/134 - Train Accuracy:  0.817, Validation Accuracy:  0.811, Loss:  0.182
Epoch  50 Batch    1/134 - Train Accuracy:  0.807, Validation Accuracy:  0.804, Loss:  0.187
Epoch  50 Batch    2/134 - Train Accuracy:  0.820, Validation Accuracy:  0.819, Loss:  0.175
Epoch  50 Batch    3/134 - Train Accuracy:  0.813, Validation Accuracy:  0.816, Loss:  0.174
Epoch  50 Batch    4/134 - Train Accuracy:  0.797, Validation Accuracy:  0.809, Loss:  0.184
Epoch  50 Batch    5/134 - Train Accuracy:  0.807, Validation Accuracy:  0.809, Loss:  0.182
Epoch  50 Batch    6/134 - Train Accuracy:  0.815, Validation Accuracy:  0.814, Loss:  0.168
Epoch  50 Batch    7/134 - Train Accuracy:  0.812, Validation Accuracy:  0.813, Loss:  0.175
Epoch  50 Batch    8/134 - Train Accuracy:  0.812, Validation Accuracy:  0.799, Loss:  0.174
Epoch  50 Batch    9/134 - Train Accuracy:  0.832, Validation Accuracy:  0.815, Loss:  0.166
Epoch  50 Batch   10/134 - Train Accuracy:  0.810, Validation Accuracy:  0.807, Loss:  0.175
Epoch  50 Batch   11/134 - Train Accuracy:  0.821, Validation Accuracy:  0.818, Loss:  0.175
Epoch  50 Batch   12/134 - Train Accuracy:  0.823, Validation Accuracy:  0.800, Loss:  0.167
Epoch  50 Batch   13/134 - Train Accuracy:  0.802, Validation Accuracy:  0.818, Loss:  0.189
Epoch  50 Batch   14/134 - Train Accuracy:  0.814, Validation Accuracy:  0.820, Loss:  0.177
Epoch  50 Batch   15/134 - Train Accuracy:  0.820, Validation Accuracy:  0.818, Loss:  0.171
Epoch  50 Batch   16/134 - Train Accuracy:  0.806, Validation Accuracy:  0.805, Loss:  0.169
Epoch  50 Batch   17/134 - Train Accuracy:  0.820, Validation Accuracy:  0.818, Loss:  0.187
Epoch  50 Batch   18/134 - Train Accuracy:  0.826, Validation Accuracy:  0.820, Loss:  0.173
Epoch  50 Batch   19/134 - Train Accuracy:  0.812, Validation Accuracy:  0.813, Loss:  0.181
Epoch  50 Batch   20/134 - Train Accuracy:  0.822, Validation Accuracy:  0.809, Loss:  0.170
Epoch  50 Batch   21/134 - Train Accuracy:  0.821, Validation Accuracy:  0.821, Loss:  0.175
Epoch  50 Batch   22/134 - Train Accuracy:  0.805, Validation Accuracy:  0.822, Loss:  0.177
Epoch  50 Batch   23/134 - Train Accuracy:  0.829, Validation Accuracy:  0.816, Loss:  0.161
Epoch  50 Batch   24/134 - Train Accuracy:  0.806, Validation Accuracy:  0.817, Loss:  0.177
Epoch  50 Batch   25/134 - Train Accuracy:  0.813, Validation Accuracy:  0.823, Loss:  0.169
Epoch  50 Batch   26/134 - Train Accuracy:  0.825, Validation Accuracy:  0.820, Loss:  0.182
Epoch  50 Batch   27/134 - Train Accuracy:  0.813, Validation Accuracy:  0.813, Loss:  0.174
Epoch  50 Batch   28/134 - Train Accuracy:  0.820, Validation Accuracy:  0.818, Loss:  0.179
Epoch  50 Batch   29/134 - Train Accuracy:  0.827, Validation Accuracy:  0.823, Loss:  0.160
Epoch  50 Batch   30/134 - Train Accuracy:  0.836, Validation Accuracy:  0.821, Loss:  0.164
Epoch  50 Batch   31/134 - Train Accuracy:  0.825, Validation Accuracy:  0.817, Loss:  0.173
Epoch  50 Batch   32/134 - Train Accuracy:  0.820, Validation Accuracy:  0.822, Loss:  0.168
Epoch  50 Batch   33/134 - Train Accuracy:  0.800, Validation Accuracy:  0.824, Loss:  0.183
Epoch  50 Batch   34/134 - Train Accuracy:  0.822, Validation Accuracy:  0.824, Loss:  0.180
Epoch  50 Batch   35/134 - Train Accuracy:  0.824, Validation Accuracy:  0.818, Loss:  0.173
Epoch  50 Batch   36/134 - Train Accuracy:  0.825, Validation Accuracy:  0.823, Loss:  0.170
Epoch  50 Batch   37/134 - Train Accuracy:  0.808, Validation Accuracy:  0.822, Loss:  0.176
Epoch  50 Batch   38/134 - Train Accuracy:  0.831, Validation Accuracy:  0.815, Loss:  0.167
Epoch  50 Batch   39/134 - Train Accuracy:  0.816, Validation Accuracy:  0.815, Loss:  0.172
Epoch  50 Batch   40/134 - Train Accuracy:  0.827, Validation Accuracy:  0.821, Loss:  0.172
Epoch  50 Batch   41/134 - Train Accuracy:  0.813, Validation Accuracy:  0.821, Loss:  0.183
Epoch  50 Batch   42/134 - Train Accuracy:  0.814, Validation Accuracy:  0.821, Loss:  0.169
Epoch  50 Batch   43/134 - Train Accuracy:  0.811, Validation Accuracy:  0.819, Loss:  0.176
Epoch  50 Batch   44/134 - Train Accuracy:  0.816, Validation Accuracy:  0.819, Loss:  0.170
Epoch  50 Batch   45/134 - Train Accuracy:  0.829, Validation Accuracy:  0.820, Loss:  0.169
Epoch  50 Batch   46/134 - Train Accuracy:  0.826, Validation Accuracy:  0.821, Loss:  0.169
Epoch  50 Batch   47/134 - Train Accuracy:  0.816, Validation Accuracy:  0.819, Loss:  0.176
Epoch  50 Batch   48/134 - Train Accuracy:  0.816, Validation Accuracy:  0.817, Loss:  0.172
Epoch  50 Batch   49/134 - Train Accuracy:  0.826, Validation Accuracy:  0.815, Loss:  0.169
Epoch  50 Batch   50/134 - Train Accuracy:  0.828, Validation Accuracy:  0.820, Loss:  0.174
Epoch  50 Batch   51/134 - Train Accuracy:  0.826, Validation Accuracy:  0.824, Loss:  0.167
Epoch  50 Batch   52/134 - Train Accuracy:  0.817, Validation Accuracy:  0.821, Loss:  0.172
Epoch  50 Batch   53/134 - Train Accuracy:  0.820, Validation Accuracy:  0.819, Loss:  0.168
Epoch  50 Batch   54/134 - Train Accuracy:  0.817, Validation Accuracy:  0.815, Loss:  0.174
Epoch  50 Batch   55/134 - Train Accuracy:  0.818, Validation Accuracy:  0.816, Loss:  0.180
Epoch  50 Batch   56/134 - Train Accuracy:  0.823, Validation Accuracy:  0.822, Loss:  0.169
Epoch  50 Batch   57/134 - Train Accuracy:  0.818, Validation Accuracy:  0.817, Loss:  0.174
Epoch  50 Batch   58/134 - Train Accuracy:  0.823, Validation Accuracy:  0.815, Loss:  0.173
Epoch  50 Batch   59/134 - Train Accuracy:  0.805, Validation Accuracy:  0.822, Loss:  0.176
Epoch  50 Batch   60/134 - Train Accuracy:  0.825, Validation Accuracy:  0.821, Loss:  0.168
Epoch  50 Batch   61/134 - Train Accuracy:  0.815, Validation Accuracy:  0.817, Loss:  0.166
Epoch  50 Batch   62/134 - Train Accuracy:  0.811, Validation Accuracy:  0.818, Loss:  0.174
Epoch  50 Batch   63/134 - Train Accuracy:  0.822, Validation Accuracy:  0.818, Loss:  0.167
Epoch  50 Batch   64/134 - Train Accuracy:  0.817, Validation Accuracy:  0.814, Loss:  0.170
Epoch  50 Batch   65/134 - Train Accuracy:  0.807, Validation Accuracy:  0.820, Loss:  0.174
Epoch  50 Batch   66/134 - Train Accuracy:  0.826, Validation Accuracy:  0.822, Loss:  0.165
Epoch  50 Batch   67/134 - Train Accuracy:  0.797, Validation Accuracy:  0.814, Loss:  0.186
Epoch  50 Batch   68/134 - Train Accuracy:  0.809, Validation Accuracy:  0.816, Loss:  0.181
Epoch  50 Batch   69/134 - Train Accuracy:  0.816, Validation Accuracy:  0.822, Loss:  0.176
Epoch  50 Batch   70/134 - Train Accuracy:  0.817, Validation Accuracy:  0.823, Loss:  0.167
Epoch  50 Batch   71/134 - Train Accuracy:  0.823, Validation Accuracy:  0.820, Loss:  0.163
Epoch  50 Batch   72/134 - Train Accuracy:  0.818, Validation Accuracy:  0.819, Loss:  0.170
Epoch  50 Batch   73/134 - Train Accuracy:  0.820, Validation Accuracy:  0.824, Loss:  0.169
Epoch  50 Batch   74/134 - Train Accuracy:  0.815, Validation Accuracy:  0.821, Loss:  0.177
Epoch  50 Batch   75/134 - Train Accuracy:  0.830, Validation Accuracy:  0.820, Loss:  0.170
Epoch  50 Batch   76/134 - Train Accuracy:  0.825, Validation Accuracy:  0.820, Loss:  0.165
Epoch  50 Batch   77/134 - Train Accuracy:  0.826, Validation Accuracy:  0.822, Loss:  0.163
Epoch  50 Batch   78/134 - Train Accuracy:  0.809, Validation Accuracy:  0.822, Loss:  0.175
Epoch  50 Batch   79/134 - Train Accuracy:  0.823, Validation Accuracy:  0.823, Loss:  0.167
Epoch  50 Batch   80/134 - Train Accuracy:  0.824, Validation Accuracy:  0.820, Loss:  0.171
Epoch  50 Batch   81/134 - Train Accuracy:  0.832, Validation Accuracy:  0.824, Loss:  0.170
Epoch  50 Batch   82/134 - Train Accuracy:  0.832, Validation Accuracy:  0.821, Loss:  0.163
Epoch  50 Batch   83/134 - Train Accuracy:  0.824, Validation Accuracy:  0.824, Loss:  0.171
Epoch  50 Batch   84/134 - Train Accuracy:  0.820, Validation Accuracy:  0.823, Loss:  0.168
Epoch  50 Batch   85/134 - Train Accuracy:  0.815, Validation Accuracy:  0.821, Loss:  0.177
Epoch  50 Batch   86/134 - Train Accuracy:  0.821, Validation Accuracy:  0.823, Loss:  0.168
Epoch  50 Batch   87/134 - Train Accuracy:  0.823, Validation Accuracy:  0.824, Loss:  0.182
Epoch  50 Batch   88/134 - Train Accuracy:  0.829, Validation Accuracy:  0.825, Loss:  0.162
Epoch  50 Batch   89/134 - Train Accuracy:  0.825, Validation Accuracy:  0.822, Loss:  0.165
Epoch  50 Batch   90/134 - Train Accuracy:  0.815, Validation Accuracy:  0.823, Loss:  0.170
Epoch  50 Batch   91/134 - Train Accuracy:  0.851, Validation Accuracy:  0.824, Loss:  0.146
Epoch  50 Batch   92/134 - Train Accuracy:  0.833, Validation Accuracy:  0.824, Loss:  0.166
Epoch  50 Batch   93/134 - Train Accuracy:  0.827, Validation Accuracy:  0.824, Loss:  0.168
Epoch  50 Batch   94/134 - Train Accuracy:  0.819, Validation Accuracy:  0.824, Loss:  0.167
Epoch  50 Batch   95/134 - Train Accuracy:  0.833, Validation Accuracy:  0.829, Loss:  0.166
Epoch  50 Batch   96/134 - Train Accuracy:  0.834, Validation Accuracy:  0.829, Loss:  0.165
Epoch  50 Batch   97/134 - Train Accuracy:  0.816, Validation Accuracy:  0.819, Loss:  0.168
Epoch  50 Batch   98/134 - Train Accuracy:  0.805, Validation Accuracy:  0.822, Loss:  0.178
Epoch  50 Batch   99/134 - Train Accuracy:  0.828, Validation Accuracy:  0.825, Loss:  0.172
Epoch  50 Batch  100/134 - Train Accuracy:  0.813, Validation Accuracy:  0.819, Loss:  0.172
Epoch  50 Batch  101/134 - Train Accuracy:  0.813, Validation Accuracy:  0.822, Loss:  0.181
Epoch  50 Batch  102/134 - Train Accuracy:  0.822, Validation Accuracy:  0.830, Loss:  0.172
Epoch  50 Batch  103/134 - Train Accuracy:  0.832, Validation Accuracy:  0.818, Loss:  0.163
Epoch  50 Batch  104/134 - Train Accuracy:  0.837, Validation Accuracy:  0.820, Loss:  0.164
Epoch  50 Batch  105/134 - Train Accuracy:  0.831, Validation Accuracy:  0.827, Loss:  0.173
Epoch  50 Batch  106/134 - Train Accuracy:  0.827, Validation Accuracy:  0.823, Loss:  0.170
Epoch  50 Batch  107/134 - Train Accuracy:  0.827, Validation Accuracy:  0.816, Loss:  0.167
Epoch  50 Batch  108/134 - Train Accuracy:  0.821, Validation Accuracy:  0.826, Loss:  0.175
Epoch  50 Batch  109/134 - Train Accuracy:  0.823, Validation Accuracy:  0.826, Loss:  0.163
Epoch  50 Batch  110/134 - Train Accuracy:  0.834, Validation Accuracy:  0.819, Loss:  0.168
Epoch  50 Batch  111/134 - Train Accuracy:  0.831, Validation Accuracy:  0.825, Loss:  0.171
Epoch  50 Batch  112/134 - Train Accuracy:  0.836, Validation Accuracy:  0.828, Loss:  0.163
Epoch  50 Batch  113/134 - Train Accuracy:  0.839, Validation Accuracy:  0.818, Loss:  0.153
Epoch  50 Batch  114/134 - Train Accuracy:  0.826, Validation Accuracy:  0.824, Loss:  0.171
Epoch  50 Batch  115/134 - Train Accuracy:  0.809, Validation Accuracy:  0.822, Loss:  0.179
Epoch  50 Batch  116/134 - Train Accuracy:  0.823, Validation Accuracy:  0.820, Loss:  0.172
Epoch  50 Batch  117/134 - Train Accuracy:  0.816, Validation Accuracy:  0.823, Loss:  0.163
Epoch  50 Batch  118/134 - Train Accuracy:  0.820, Validation Accuracy:  0.823, Loss:  0.167
Epoch  50 Batch  119/134 - Train Accuracy:  0.844, Validation Accuracy:  0.822, Loss:  0.148
Epoch  50 Batch  120/134 - Train Accuracy:  0.820, Validation Accuracy:  0.825, Loss:  0.170
Epoch  50 Batch  121/134 - Train Accuracy:  0.828, Validation Accuracy:  0.827, Loss:  0.166
Epoch  50 Batch  122/134 - Train Accuracy:  0.814, Validation Accuracy:  0.827, Loss:  0.171
Epoch  50 Batch  123/134 - Train Accuracy:  0.827, Validation Accuracy:  0.825, Loss:  0.163
Epoch  50 Batch  124/134 - Train Accuracy:  0.845, Validation Accuracy:  0.824, Loss:  0.151
Epoch  50 Batch  125/134 - Train Accuracy:  0.827, Validation Accuracy:  0.825, Loss:  0.165
Epoch  50 Batch  126/134 - Train Accuracy:  0.803, Validation Accuracy:  0.824, Loss:  0.174
Epoch  50 Batch  127/134 - Train Accuracy:  0.819, Validation Accuracy:  0.827, Loss:  0.160
Epoch  50 Batch  128/134 - Train Accuracy:  0.807, Validation Accuracy:  0.826, Loss:  0.176
Epoch  50 Batch  129/134 - Train Accuracy:  0.826, Validation Accuracy:  0.828, Loss:  0.169
Epoch  50 Batch  130/134 - Train Accuracy:  0.821, Validation Accuracy:  0.821, Loss:  0.166
Epoch  50 Batch  131/134 - Train Accuracy:  0.815, Validation Accuracy:  0.827, Loss:  0.179
Epoch  50 Batch  132/134 - Train Accuracy:  0.826, Validation Accuracy:  0.824, Loss:  0.166
Epoch  51 Batch    0/134 - Train Accuracy:  0.830, Validation Accuracy:  0.822, Loss:  0.167
Epoch  51 Batch    1/134 - Train Accuracy:  0.827, Validation Accuracy:  0.823, Loss:  0.177
Epoch  51 Batch    2/134 - Train Accuracy:  0.830, Validation Accuracy:  0.826, Loss:  0.163
Epoch  51 Batch    3/134 - Train Accuracy:  0.823, Validation Accuracy:  0.826, Loss:  0.165
Epoch  51 Batch    4/134 - Train Accuracy:  0.815, Validation Accuracy:  0.823, Loss:  0.172
Epoch  51 Batch    5/134 - Train Accuracy:  0.814, Validation Accuracy:  0.823, Loss:  0.172
Epoch  51 Batch    6/134 - Train Accuracy:  0.825, Validation Accuracy:  0.823, Loss:  0.158
Epoch  51 Batch    7/134 - Train Accuracy:  0.809, Validation Accuracy:  0.818, Loss:  0.164
Epoch  51 Batch    8/134 - Train Accuracy:  0.829, Validation Accuracy:  0.820, Loss:  0.165
Epoch  51 Batch    9/134 - Train Accuracy:  0.838, Validation Accuracy:  0.823, Loss:  0.155
Epoch  51 Batch   10/134 - Train Accuracy:  0.822, Validation Accuracy:  0.825, Loss:  0.166
Epoch  51 Batch   11/134 - Train Accuracy:  0.822, Validation Accuracy:  0.820, Loss:  0.163
Epoch  51 Batch   12/134 - Train Accuracy:  0.837, Validation Accuracy:  0.821, Loss:  0.159
Epoch  51 Batch   13/134 - Train Accuracy:  0.814, Validation Accuracy:  0.827, Loss:  0.175
Epoch  51 Batch   14/134 - Train Accuracy:  0.826, Validation Accuracy:  0.824, Loss:  0.169
Epoch  51 Batch   15/134 - Train Accuracy:  0.825, Validation Accuracy:  0.820, Loss:  0.158
Epoch  51 Batch   16/134 - Train Accuracy:  0.827, Validation Accuracy:  0.825, Loss:  0.161
Epoch  51 Batch   17/134 - Train Accuracy:  0.825, Validation Accuracy:  0.825, Loss:  0.175
Epoch  51 Batch   18/134 - Train Accuracy:  0.826, Validation Accuracy:  0.819, Loss:  0.166
Epoch  51 Batch   19/134 - Train Accuracy:  0.823, Validation Accuracy:  0.823, Loss:  0.171
Epoch  51 Batch   20/134 - Train Accuracy:  0.834, Validation Accuracy:  0.827, Loss:  0.162
Epoch  51 Batch   21/134 - Train Accuracy:  0.830, Validation Accuracy:  0.822, Loss:  0.166
Epoch  51 Batch   22/134 - Train Accuracy:  0.807, Validation Accuracy:  0.823, Loss:  0.169
Epoch  51 Batch   23/134 - Train Accuracy:  0.839, Validation Accuracy:  0.828, Loss:  0.154
Epoch  51 Batch   24/134 - Train Accuracy:  0.812, Validation Accuracy:  0.824, Loss:  0.170
Epoch  51 Batch   25/134 - Train Accuracy:  0.813, Validation Accuracy:  0.823, Loss:  0.161
Epoch  51 Batch   26/134 - Train Accuracy:  0.830, Validation Accuracy:  0.827, Loss:  0.174
Epoch  51 Batch   27/134 - Train Accuracy:  0.821, Validation Accuracy:  0.822, Loss:  0.169
Epoch  51 Batch   28/134 - Train Accuracy:  0.818, Validation Accuracy:  0.821, Loss:  0.170
Epoch  51 Batch   29/134 - Train Accuracy:  0.832, Validation Accuracy:  0.826, Loss:  0.155
Epoch  51 Batch   30/134 - Train Accuracy:  0.843, Validation Accuracy:  0.827, Loss:  0.157
Epoch  51 Batch   31/134 - Train Accuracy:  0.828, Validation Accuracy:  0.822, Loss:  0.166
Epoch  51 Batch   32/134 - Train Accuracy:  0.828, Validation Accuracy:  0.827, Loss:  0.162
Epoch  51 Batch   33/134 - Train Accuracy:  0.803, Validation Accuracy:  0.826, Loss:  0.177
Epoch  51 Batch   34/134 - Train Accuracy:  0.823, Validation Accuracy:  0.825, Loss:  0.173
Epoch  51 Batch   35/134 - Train Accuracy:  0.831, Validation Accuracy:  0.825, Loss:  0.167
Epoch  51 Batch   36/134 - Train Accuracy:  0.834, Validation Accuracy:  0.827, Loss:  0.163
Epoch  51 Batch   37/134 - Train Accuracy:  0.812, Validation Accuracy:  0.825, Loss:  0.169
Epoch  51 Batch   38/134 - Train Accuracy:  0.834, Validation Accuracy:  0.821, Loss:  0.160
Epoch  51 Batch   39/134 - Train Accuracy:  0.821, Validation Accuracy:  0.822, Loss:  0.166
Epoch  51 Batch   40/134 - Train Accuracy:  0.838, Validation Accuracy:  0.822, Loss:  0.165
Epoch  51 Batch   41/134 - Train Accuracy:  0.816, Validation Accuracy:  0.818, Loss:  0.177
Epoch  51 Batch   42/134 - Train Accuracy:  0.819, Validation Accuracy:  0.826, Loss:  0.163
Epoch  51 Batch   43/134 - Train Accuracy:  0.818, Validation Accuracy:  0.824, Loss:  0.170
Epoch  51 Batch   44/134 - Train Accuracy:  0.822, Validation Accuracy:  0.820, Loss:  0.164
Epoch  51 Batch   45/134 - Train Accuracy:  0.835, Validation Accuracy:  0.818, Loss:  0.162
Epoch  51 Batch   46/134 - Train Accuracy:  0.833, Validation Accuracy:  0.826, Loss:  0.163
Epoch  51 Batch   47/134 - Train Accuracy:  0.819, Validation Accuracy:  0.821, Loss:  0.169
Epoch  51 Batch   48/134 - Train Accuracy:  0.822, Validation Accuracy:  0.823, Loss:  0.165
Epoch  51 Batch   49/134 - Train Accuracy:  0.831, Validation Accuracy:  0.822, Loss:  0.163
Epoch  51 Batch   50/134 - Train Accuracy:  0.832, Validation Accuracy:  0.826, Loss:  0.167
Epoch  51 Batch   51/134 - Train Accuracy:  0.830, Validation Accuracy:  0.827, Loss:  0.161
Epoch  51 Batch   52/134 - Train Accuracy:  0.821, Validation Accuracy:  0.823, Loss:  0.164
Epoch  51 Batch   53/134 - Train Accuracy:  0.823, Validation Accuracy:  0.825, Loss:  0.162
Epoch  51 Batch   54/134 - Train Accuracy:  0.819, Validation Accuracy:  0.821, Loss:  0.168
Epoch  51 Batch   55/134 - Train Accuracy:  0.822, Validation Accuracy:  0.822, Loss:  0.172
Epoch  51 Batch   56/134 - Train Accuracy:  0.826, Validation Accuracy:  0.823, Loss:  0.163
Epoch  51 Batch   57/134 - Train Accuracy:  0.824, Validation Accuracy:  0.820, Loss:  0.166
Epoch  51 Batch   58/134 - Train Accuracy:  0.825, Validation Accuracy:  0.817, Loss:  0.166
Epoch  51 Batch   59/134 - Train Accuracy:  0.809, Validation Accuracy:  0.827, Loss:  0.169
Epoch  51 Batch   60/134 - Train Accuracy:  0.827, Validation Accuracy:  0.822, Loss:  0.161
Epoch  51 Batch   61/134 - Train Accuracy:  0.820, Validation Accuracy:  0.819, Loss:  0.160
Epoch  51 Batch   62/134 - Train Accuracy:  0.816, Validation Accuracy:  0.824, Loss:  0.167
Epoch  51 Batch   63/134 - Train Accuracy:  0.828, Validation Accuracy:  0.822, Loss:  0.160
Epoch  51 Batch   64/134 - Train Accuracy:  0.821, Validation Accuracy:  0.818, Loss:  0.164
Epoch  51 Batch   65/134 - Train Accuracy:  0.813, Validation Accuracy:  0.824, Loss:  0.168
Epoch  51 Batch   66/134 - Train Accuracy:  0.827, Validation Accuracy:  0.824, Loss:  0.159
Epoch  51 Batch   67/134 - Train Accuracy:  0.798, Validation Accuracy:  0.818, Loss:  0.179
Epoch  51 Batch   68/134 - Train Accuracy:  0.825, Validation Accuracy:  0.826, Loss:  0.175
Epoch  51 Batch   69/134 - Train Accuracy:  0.821, Validation Accuracy:  0.824, Loss:  0.171
Epoch  51 Batch   70/134 - Train Accuracy:  0.821, Validation Accuracy:  0.822, Loss:  0.161
Epoch  51 Batch   71/134 - Train Accuracy:  0.830, Validation Accuracy:  0.824, Loss:  0.157
Epoch  51 Batch   72/134 - Train Accuracy:  0.820, Validation Accuracy:  0.825, Loss:  0.163
Epoch  51 Batch   73/134 - Train Accuracy:  0.825, Validation Accuracy:  0.824, Loss:  0.163
Epoch  51 Batch   74/134 - Train Accuracy:  0.820, Validation Accuracy:  0.827, Loss:  0.171
Epoch  51 Batch   75/134 - Train Accuracy:  0.835, Validation Accuracy:  0.828, Loss:  0.164
Epoch  51 Batch   76/134 - Train Accuracy:  0.830, Validation Accuracy:  0.827, Loss:  0.160
Epoch  51 Batch   77/134 - Train Accuracy:  0.828, Validation Accuracy:  0.827, Loss:  0.157
Epoch  51 Batch   78/134 - Train Accuracy:  0.818, Validation Accuracy:  0.827, Loss:  0.169
Epoch  51 Batch   79/134 - Train Accuracy:  0.829, Validation Accuracy:  0.829, Loss:  0.162
Epoch  51 Batch   80/134 - Train Accuracy:  0.824, Validation Accuracy:  0.824, Loss:  0.164
Epoch  51 Batch   81/134 - Train Accuracy:  0.839, Validation Accuracy:  0.827, Loss:  0.164
Epoch  51 Batch   82/134 - Train Accuracy:  0.835, Validation Accuracy:  0.828, Loss:  0.157
Epoch  51 Batch   83/134 - Train Accuracy:  0.828, Validation Accuracy:  0.825, Loss:  0.165
Epoch  51 Batch   84/134 - Train Accuracy:  0.821, Validation Accuracy:  0.825, Loss:  0.162
Epoch  51 Batch   85/134 - Train Accuracy:  0.823, Validation Accuracy:  0.825, Loss:  0.170
Epoch  51 Batch   86/134 - Train Accuracy:  0.825, Validation Accuracy:  0.825, Loss:  0.162
Epoch  51 Batch   87/134 - Train Accuracy:  0.822, Validation Accuracy:  0.824, Loss:  0.176
Epoch  51 Batch   88/134 - Train Accuracy:  0.829, Validation Accuracy:  0.826, Loss:  0.156
Epoch  51 Batch   89/134 - Train Accuracy:  0.827, Validation Accuracy:  0.825, Loss:  0.159
Epoch  51 Batch   90/134 - Train Accuracy:  0.817, Validation Accuracy:  0.825, Loss:  0.164
Epoch  51 Batch   91/134 - Train Accuracy:  0.853, Validation Accuracy:  0.827, Loss:  0.141
Epoch  51 Batch   92/134 - Train Accuracy:  0.836, Validation Accuracy:  0.828, Loss:  0.160
Epoch  51 Batch   93/134 - Train Accuracy:  0.829, Validation Accuracy:  0.826, Loss:  0.162
Epoch  51 Batch   94/134 - Train Accuracy:  0.824, Validation Accuracy:  0.827, Loss:  0.161
Epoch  51 Batch   95/134 - Train Accuracy:  0.837, Validation Accuracy:  0.833, Loss:  0.159
Epoch  51 Batch   96/134 - Train Accuracy:  0.838, Validation Accuracy:  0.829, Loss:  0.159
Epoch  51 Batch   97/134 - Train Accuracy:  0.820, Validation Accuracy:  0.825, Loss:  0.162
Epoch  51 Batch   98/134 - Train Accuracy:  0.811, Validation Accuracy:  0.826, Loss:  0.171
Epoch  51 Batch   99/134 - Train Accuracy:  0.831, Validation Accuracy:  0.827, Loss:  0.166
Epoch  51 Batch  100/134 - Train Accuracy:  0.817, Validation Accuracy:  0.821, Loss:  0.165
Epoch  51 Batch  101/134 - Train Accuracy:  0.819, Validation Accuracy:  0.831, Loss:  0.174
Epoch  51 Batch  102/134 - Train Accuracy:  0.826, Validation Accuracy:  0.829, Loss:  0.167
Epoch  51 Batch  103/134 - Train Accuracy:  0.831, Validation Accuracy:  0.821, Loss:  0.156
Epoch  51 Batch  104/134 - Train Accuracy:  0.842, Validation Accuracy:  0.832, Loss:  0.159
Epoch  51 Batch  105/134 - Train Accuracy:  0.836, Validation Accuracy:  0.831, Loss:  0.166
Epoch  51 Batch  106/134 - Train Accuracy:  0.828, Validation Accuracy:  0.823, Loss:  0.162
Epoch  51 Batch  107/134 - Train Accuracy:  0.832, Validation Accuracy:  0.823, Loss:  0.162
Epoch  51 Batch  108/134 - Train Accuracy:  0.824, Validation Accuracy:  0.826, Loss:  0.168
Epoch  51 Batch  109/134 - Train Accuracy:  0.827, Validation Accuracy:  0.824, Loss:  0.157
Epoch  51 Batch  110/134 - Train Accuracy:  0.839, Validation Accuracy:  0.822, Loss:  0.161
Epoch  51 Batch  111/134 - Train Accuracy:  0.833, Validation Accuracy:  0.828, Loss:  0.165
Epoch  51 Batch  112/134 - Train Accuracy:  0.835, Validation Accuracy:  0.819, Loss:  0.159
Epoch  51 Batch  113/134 - Train Accuracy:  0.840, Validation Accuracy:  0.823, Loss:  0.149
Epoch  51 Batch  114/134 - Train Accuracy:  0.829, Validation Accuracy:  0.828, Loss:  0.165
Epoch  51 Batch  115/134 - Train Accuracy:  0.805, Validation Accuracy:  0.818, Loss:  0.176
Epoch  51 Batch  116/134 - Train Accuracy:  0.830, Validation Accuracy:  0.824, Loss:  0.167
Epoch  51 Batch  117/134 - Train Accuracy:  0.826, Validation Accuracy:  0.826, Loss:  0.158
Epoch  51 Batch  118/134 - Train Accuracy:  0.828, Validation Accuracy:  0.818, Loss:  0.164
Epoch  51 Batch  119/134 - Train Accuracy:  0.847, Validation Accuracy:  0.828, Loss:  0.146
Epoch  51 Batch  120/134 - Train Accuracy:  0.825, Validation Accuracy:  0.830, Loss:  0.167
Epoch  51 Batch  121/134 - Train Accuracy:  0.830, Validation Accuracy:  0.830, Loss:  0.162
Epoch  51 Batch  122/134 - Train Accuracy:  0.814, Validation Accuracy:  0.825, Loss:  0.164
Epoch  51 Batch  123/134 - Train Accuracy:  0.838, Validation Accuracy:  0.835, Loss:  0.159
Epoch  51 Batch  124/134 - Train Accuracy:  0.850, Validation Accuracy:  0.831, Loss:  0.146
Epoch  51 Batch  125/134 - Train Accuracy:  0.826, Validation Accuracy:  0.820, Loss:  0.160
Epoch  51 Batch  126/134 - Train Accuracy:  0.808, Validation Accuracy:  0.830, Loss:  0.171
Epoch  51 Batch  127/134 - Train Accuracy:  0.830, Validation Accuracy:  0.835, Loss:  0.154
Epoch  51 Batch  128/134 - Train Accuracy:  0.808, Validation Accuracy:  0.827, Loss:  0.171
Epoch  51 Batch  129/134 - Train Accuracy:  0.831, Validation Accuracy:  0.828, Loss:  0.164
Epoch  51 Batch  130/134 - Train Accuracy:  0.830, Validation Accuracy:  0.831, Loss:  0.159
Epoch  51 Batch  131/134 - Train Accuracy:  0.816, Validation Accuracy:  0.828, Loss:  0.173
Epoch  51 Batch  132/134 - Train Accuracy:  0.828, Validation Accuracy:  0.827, Loss:  0.161
Epoch  52 Batch    0/134 - Train Accuracy:  0.840, Validation Accuracy:  0.829, Loss:  0.161
Epoch  52 Batch    1/134 - Train Accuracy:  0.832, Validation Accuracy:  0.827, Loss:  0.171
Epoch  52 Batch    2/134 - Train Accuracy:  0.829, Validation Accuracy:  0.824, Loss:  0.157
Epoch  52 Batch    3/134 - Train Accuracy:  0.833, Validation Accuracy:  0.831, Loss:  0.159
Epoch  52 Batch    4/134 - Train Accuracy:  0.824, Validation Accuracy:  0.827, Loss:  0.167
Epoch  52 Batch    5/134 - Train Accuracy:  0.826, Validation Accuracy:  0.823, Loss:  0.166
Epoch  52 Batch    6/134 - Train Accuracy:  0.826, Validation Accuracy:  0.826, Loss:  0.152
Epoch  52 Batch    7/134 - Train Accuracy:  0.820, Validation Accuracy:  0.824, Loss:  0.159
Epoch  52 Batch    8/134 - Train Accuracy:  0.829, Validation Accuracy:  0.820, Loss:  0.158
Epoch  52 Batch    9/134 - Train Accuracy:  0.841, Validation Accuracy:  0.827, Loss:  0.150
Epoch  52 Batch   10/134 - Train Accuracy:  0.824, Validation Accuracy:  0.827, Loss:  0.161
Epoch  52 Batch   11/134 - Train Accuracy:  0.825, Validation Accuracy:  0.824, Loss:  0.157
Epoch  52 Batch   12/134 - Train Accuracy:  0.842, Validation Accuracy:  0.825, Loss:  0.155
Epoch  52 Batch   13/134 - Train Accuracy:  0.818, Validation Accuracy:  0.830, Loss:  0.169
Epoch  52 Batch   14/134 - Train Accuracy:  0.828, Validation Accuracy:  0.827, Loss:  0.164
Epoch  52 Batch   15/134 - Train Accuracy:  0.827, Validation Accuracy:  0.826, Loss:  0.153
Epoch  52 Batch   16/134 - Train Accuracy:  0.832, Validation Accuracy:  0.828, Loss:  0.155
Epoch  52 Batch   17/134 - Train Accuracy:  0.825, Validation Accuracy:  0.824, Loss:  0.169
Epoch  52 Batch   18/134 - Train Accuracy:  0.830, Validation Accuracy:  0.825, Loss:  0.160
Epoch  52 Batch   19/134 - Train Accuracy:  0.827, Validation Accuracy:  0.832, Loss:  0.165
Epoch  52 Batch   20/134 - Train Accuracy:  0.838, Validation Accuracy:  0.827, Loss:  0.157
Epoch  52 Batch   21/134 - Train Accuracy:  0.831, Validation Accuracy:  0.823, Loss:  0.159
Epoch  52 Batch   22/134 - Train Accuracy:  0.817, Validation Accuracy:  0.827, Loss:  0.163
Epoch  52 Batch   23/134 - Train Accuracy:  0.842, Validation Accuracy:  0.830, Loss:  0.148
Epoch  52 Batch   24/134 - Train Accuracy:  0.814, Validation Accuracy:  0.827, Loss:  0.163
Epoch  52 Batch   25/134 - Train Accuracy:  0.824, Validation Accuracy:  0.829, Loss:  0.156
Epoch  52 Batch   26/134 - Train Accuracy:  0.833, Validation Accuracy:  0.832, Loss:  0.167
Epoch  52 Batch   27/134 - Train Accuracy:  0.825, Validation Accuracy:  0.825, Loss:  0.163
Epoch  52 Batch   28/134 - Train Accuracy:  0.823, Validation Accuracy:  0.827, Loss:  0.164
Epoch  52 Batch   29/134 - Train Accuracy:  0.839, Validation Accuracy:  0.830, Loss:  0.148
Epoch  52 Batch   30/134 - Train Accuracy:  0.847, Validation Accuracy:  0.831, Loss:  0.152
Epoch  52 Batch   31/134 - Train Accuracy:  0.837, Validation Accuracy:  0.826, Loss:  0.160
Epoch  52 Batch   32/134 - Train Accuracy:  0.834, Validation Accuracy:  0.831, Loss:  0.156
Epoch  52 Batch   33/134 - Train Accuracy:  0.809, Validation Accuracy:  0.830, Loss:  0.172
Epoch  52 Batch   34/134 - Train Accuracy:  0.829, Validation Accuracy:  0.830, Loss:  0.168
Epoch  52 Batch   35/134 - Train Accuracy:  0.835, Validation Accuracy:  0.830, Loss:  0.161
Epoch  52 Batch   36/134 - Train Accuracy:  0.831, Validation Accuracy:  0.829, Loss:  0.157
Epoch  52 Batch   37/134 - Train Accuracy:  0.818, Validation Accuracy:  0.829, Loss:  0.163
Epoch  52 Batch   38/134 - Train Accuracy:  0.839, Validation Accuracy:  0.827, Loss:  0.154
Epoch  52 Batch   39/134 - Train Accuracy:  0.827, Validation Accuracy:  0.827, Loss:  0.159
Epoch  52 Batch   40/134 - Train Accuracy:  0.839, Validation Accuracy:  0.824, Loss:  0.159
Epoch  52 Batch   41/134 - Train Accuracy:  0.822, Validation Accuracy:  0.826, Loss:  0.171
Epoch  52 Batch   42/134 - Train Accuracy:  0.825, Validation Accuracy:  0.830, Loss:  0.157
Epoch  52 Batch   43/134 - Train Accuracy:  0.823, Validation Accuracy:  0.824, Loss:  0.164
Epoch  52 Batch   44/134 - Train Accuracy:  0.827, Validation Accuracy:  0.822, Loss:  0.158
Epoch  52 Batch   45/134 - Train Accuracy:  0.837, Validation Accuracy:  0.826, Loss:  0.156
Epoch  52 Batch   46/134 - Train Accuracy:  0.837, Validation Accuracy:  0.831, Loss:  0.157
Epoch  52 Batch   47/134 - Train Accuracy:  0.819, Validation Accuracy:  0.825, Loss:  0.163
Epoch  52 Batch   48/134 - Train Accuracy:  0.832, Validation Accuracy:  0.828, Loss:  0.159
Epoch  52 Batch   49/134 - Train Accuracy:  0.838, Validation Accuracy:  0.826, Loss:  0.157
Epoch  52 Batch   50/134 - Train Accuracy:  0.833, Validation Accuracy:  0.827, Loss:  0.160
Epoch  52 Batch   51/134 - Train Accuracy:  0.833, Validation Accuracy:  0.831, Loss:  0.155
Epoch  52 Batch   52/134 - Train Accuracy:  0.824, Validation Accuracy:  0.829, Loss:  0.158
Epoch  52 Batch   53/134 - Train Accuracy:  0.826, Validation Accuracy:  0.829, Loss:  0.156
Epoch  52 Batch   54/134 - Train Accuracy:  0.823, Validation Accuracy:  0.827, Loss:  0.161
Epoch  52 Batch   55/134 - Train Accuracy:  0.829, Validation Accuracy:  0.827, Loss:  0.166
Epoch  52 Batch   56/134 - Train Accuracy:  0.830, Validation Accuracy:  0.827, Loss:  0.157
Epoch  52 Batch   57/134 - Train Accuracy:  0.828, Validation Accuracy:  0.825, Loss:  0.160
Epoch  52 Batch   58/134 - Train Accuracy:  0.830, Validation Accuracy:  0.826, Loss:  0.159
Epoch  52 Batch   59/134 - Train Accuracy:  0.815, Validation Accuracy:  0.827, Loss:  0.162
Epoch  52 Batch   60/134 - Train Accuracy:  0.828, Validation Accuracy:  0.829, Loss:  0.155
Epoch  52 Batch   61/134 - Train Accuracy:  0.827, Validation Accuracy:  0.827, Loss:  0.153
Epoch  52 Batch   62/134 - Train Accuracy:  0.821, Validation Accuracy:  0.825, Loss:  0.161
Epoch  52 Batch   63/134 - Train Accuracy:  0.834, Validation Accuracy:  0.827, Loss:  0.155
Epoch  52 Batch   64/134 - Train Accuracy:  0.826, Validation Accuracy:  0.824, Loss:  0.158
Epoch  52 Batch   65/134 - Train Accuracy:  0.816, Validation Accuracy:  0.829, Loss:  0.162
Epoch  52 Batch   66/134 - Train Accuracy:  0.833, Validation Accuracy:  0.828, Loss:  0.153
Epoch  52 Batch   67/134 - Train Accuracy:  0.804, Validation Accuracy:  0.824, Loss:  0.172
Epoch  52 Batch   68/134 - Train Accuracy:  0.833, Validation Accuracy:  0.831, Loss:  0.169
Epoch  52 Batch   69/134 - Train Accuracy:  0.825, Validation Accuracy:  0.825, Loss:  0.165
Epoch  52 Batch   70/134 - Train Accuracy:  0.827, Validation Accuracy:  0.825, Loss:  0.155
Epoch  52 Batch   71/134 - Train Accuracy:  0.838, Validation Accuracy:  0.828, Loss:  0.151
Epoch  52 Batch   72/134 - Train Accuracy:  0.823, Validation Accuracy:  0.832, Loss:  0.157
Epoch  52 Batch   73/134 - Train Accuracy:  0.826, Validation Accuracy:  0.829, Loss:  0.157
Epoch  52 Batch   74/134 - Train Accuracy:  0.830, Validation Accuracy:  0.830, Loss:  0.165
Epoch  52 Batch   75/134 - Train Accuracy:  0.836, Validation Accuracy:  0.831, Loss:  0.157
Epoch  52 Batch   76/134 - Train Accuracy:  0.833, Validation Accuracy:  0.828, Loss:  0.154
Epoch  52 Batch   77/134 - Train Accuracy:  0.836, Validation Accuracy:  0.832, Loss:  0.152
Epoch  52 Batch   78/134 - Train Accuracy:  0.819, Validation Accuracy:  0.828, Loss:  0.162
Epoch  52 Batch   79/134 - Train Accuracy:  0.831, Validation Accuracy:  0.828, Loss:  0.156
Epoch  52 Batch   80/134 - Train Accuracy:  0.834, Validation Accuracy:  0.828, Loss:  0.158
Epoch  52 Batch   81/134 - Train Accuracy:  0.841, Validation Accuracy:  0.832, Loss:  0.158
Epoch  52 Batch   82/134 - Train Accuracy:  0.842, Validation Accuracy:  0.830, Loss:  0.152
Epoch  52 Batch   83/134 - Train Accuracy:  0.831, Validation Accuracy:  0.828, Loss:  0.159
Epoch  52 Batch   84/134 - Train Accuracy:  0.827, Validation Accuracy:  0.830, Loss:  0.156
Epoch  52 Batch   85/134 - Train Accuracy:  0.828, Validation Accuracy:  0.829, Loss:  0.165
Epoch  52 Batch   86/134 - Train Accuracy:  0.830, Validation Accuracy:  0.828, Loss:  0.156
Epoch  52 Batch   87/134 - Train Accuracy:  0.829, Validation Accuracy:  0.829, Loss:  0.170
Epoch  52 Batch   88/134 - Train Accuracy:  0.833, Validation Accuracy:  0.828, Loss:  0.150
Epoch  52 Batch   89/134 - Train Accuracy:  0.831, Validation Accuracy:  0.826, Loss:  0.153
Epoch  52 Batch   90/134 - Train Accuracy:  0.828, Validation Accuracy:  0.832, Loss:  0.158
Epoch  52 Batch   91/134 - Train Accuracy:  0.857, Validation Accuracy:  0.827, Loss:  0.136
Epoch  52 Batch   92/134 - Train Accuracy:  0.842, Validation Accuracy:  0.828, Loss:  0.154
Epoch  52 Batch   93/134 - Train Accuracy:  0.833, Validation Accuracy:  0.833, Loss:  0.156
Epoch  52 Batch   94/134 - Train Accuracy:  0.834, Validation Accuracy:  0.830, Loss:  0.155
Epoch  52 Batch   95/134 - Train Accuracy:  0.840, Validation Accuracy:  0.833, Loss:  0.153
Epoch  52 Batch   96/134 - Train Accuracy:  0.843, Validation Accuracy:  0.831, Loss:  0.152
Epoch  52 Batch   97/134 - Train Accuracy:  0.826, Validation Accuracy:  0.829, Loss:  0.156
Epoch  52 Batch   98/134 - Train Accuracy:  0.813, Validation Accuracy:  0.830, Loss:  0.165
Epoch  52 Batch   99/134 - Train Accuracy:  0.833, Validation Accuracy:  0.830, Loss:  0.160
Epoch  52 Batch  100/134 - Train Accuracy:  0.824, Validation Accuracy:  0.830, Loss:  0.159
Epoch  52 Batch  101/134 - Train Accuracy:  0.822, Validation Accuracy:  0.830, Loss:  0.167
Epoch  52 Batch  102/134 - Train Accuracy:  0.831, Validation Accuracy:  0.832, Loss:  0.160
Epoch  52 Batch  103/134 - Train Accuracy:  0.835, Validation Accuracy:  0.826, Loss:  0.150
Epoch  52 Batch  104/134 - Train Accuracy:  0.844, Validation Accuracy:  0.835, Loss:  0.153
Epoch  52 Batch  105/134 - Train Accuracy:  0.841, Validation Accuracy:  0.833, Loss:  0.160
Epoch  52 Batch  106/134 - Train Accuracy:  0.831, Validation Accuracy:  0.827, Loss:  0.156
Epoch  52 Batch  107/134 - Train Accuracy:  0.840, Validation Accuracy:  0.828, Loss:  0.156
Epoch  52 Batch  108/134 - Train Accuracy:  0.829, Validation Accuracy:  0.826, Loss:  0.162
Epoch  52 Batch  109/134 - Train Accuracy:  0.827, Validation Accuracy:  0.826, Loss:  0.151
Epoch  52 Batch  110/134 - Train Accuracy:  0.845, Validation Accuracy:  0.826, Loss:  0.155
Epoch  52 Batch  111/134 - Train Accuracy:  0.836, Validation Accuracy:  0.829, Loss:  0.158
Epoch  52 Batch  112/134 - Train Accuracy:  0.836, Validation Accuracy:  0.820, Loss:  0.152
Epoch  52 Batch  113/134 - Train Accuracy:  0.850, Validation Accuracy:  0.829, Loss:  0.144
Epoch  52 Batch  114/134 - Train Accuracy:  0.831, Validation Accuracy:  0.828, Loss:  0.158
Epoch  52 Batch  115/134 - Train Accuracy:  0.806, Validation Accuracy:  0.818, Loss:  0.169
Epoch  52 Batch  116/134 - Train Accuracy:  0.832, Validation Accuracy:  0.829, Loss:  0.163
Epoch  52 Batch  117/134 - Train Accuracy:  0.824, Validation Accuracy:  0.829, Loss:  0.154
Epoch  52 Batch  118/134 - Train Accuracy:  0.830, Validation Accuracy:  0.824, Loss:  0.157
Epoch  52 Batch  119/134 - Train Accuracy:  0.850, Validation Accuracy:  0.830, Loss:  0.140
Epoch  52 Batch  120/134 - Train Accuracy:  0.824, Validation Accuracy:  0.827, Loss:  0.164
Epoch  52 Batch  121/134 - Train Accuracy:  0.830, Validation Accuracy:  0.826, Loss:  0.164
Epoch  52 Batch  122/134 - Train Accuracy:  0.824, Validation Accuracy:  0.832, Loss:  0.166
Epoch  52 Batch  123/134 - Train Accuracy:  0.837, Validation Accuracy:  0.833, Loss:  0.151
Epoch  52 Batch  124/134 - Train Accuracy:  0.853, Validation Accuracy:  0.829, Loss:  0.144
Epoch  52 Batch  125/134 - Train Accuracy:  0.836, Validation Accuracy:  0.832, Loss:  0.155
Epoch  52 Batch  126/134 - Train Accuracy:  0.817, Validation Accuracy:  0.833, Loss:  0.162
Epoch  52 Batch  127/134 - Train Accuracy:  0.831, Validation Accuracy:  0.835, Loss:  0.151
Epoch  52 Batch  128/134 - Train Accuracy:  0.812, Validation Accuracy:  0.832, Loss:  0.164
Epoch  52 Batch  129/134 - Train Accuracy:  0.835, Validation Accuracy:  0.832, Loss:  0.157
Epoch  52 Batch  130/134 - Train Accuracy:  0.835, Validation Accuracy:  0.832, Loss:  0.154
Epoch  52 Batch  131/134 - Train Accuracy:  0.817, Validation Accuracy:  0.829, Loss:  0.166
Epoch  52 Batch  132/134 - Train Accuracy:  0.835, Validation Accuracy:  0.834, Loss:  0.156
Epoch  53 Batch    0/134 - Train Accuracy:  0.844, Validation Accuracy:  0.830, Loss:  0.157
Epoch  53 Batch    1/134 - Train Accuracy:  0.832, Validation Accuracy:  0.828, Loss:  0.164
Epoch  53 Batch    2/134 - Train Accuracy:  0.834, Validation Accuracy:  0.834, Loss:  0.152
Epoch  53 Batch    3/134 - Train Accuracy:  0.839, Validation Accuracy:  0.833, Loss:  0.153
Epoch  53 Batch    4/134 - Train Accuracy:  0.822, Validation Accuracy:  0.829, Loss:  0.160
Epoch  53 Batch    5/134 - Train Accuracy:  0.828, Validation Accuracy:  0.830, Loss:  0.162
Epoch  53 Batch    6/134 - Train Accuracy:  0.828, Validation Accuracy:  0.828, Loss:  0.146
Epoch  53 Batch    7/134 - Train Accuracy:  0.820, Validation Accuracy:  0.825, Loss:  0.154
Epoch  53 Batch    8/134 - Train Accuracy:  0.842, Validation Accuracy:  0.828, Loss:  0.154
Epoch  53 Batch    9/134 - Train Accuracy:  0.848, Validation Accuracy:  0.829, Loss:  0.144
Epoch  53 Batch   10/134 - Train Accuracy:  0.830, Validation Accuracy:  0.830, Loss:  0.155
Epoch  53 Batch   11/134 - Train Accuracy:  0.827, Validation Accuracy:  0.831, Loss:  0.150
Epoch  53 Batch   12/134 - Train Accuracy:  0.844, Validation Accuracy:  0.834, Loss:  0.149
Epoch  53 Batch   13/134 - Train Accuracy:  0.822, Validation Accuracy:  0.833, Loss:  0.163
Epoch  53 Batch   14/134 - Train Accuracy:  0.834, Validation Accuracy:  0.832, Loss:  0.157
Epoch  53 Batch   15/134 - Train Accuracy:  0.832, Validation Accuracy:  0.830, Loss:  0.147
Epoch  53 Batch   16/134 - Train Accuracy:  0.839, Validation Accuracy:  0.832, Loss:  0.149
Epoch  53 Batch   17/134 - Train Accuracy:  0.828, Validation Accuracy:  0.830, Loss:  0.163
Epoch  53 Batch   18/134 - Train Accuracy:  0.834, Validation Accuracy:  0.830, Loss:  0.154
Epoch  53 Batch   19/134 - Train Accuracy:  0.833, Validation Accuracy:  0.832, Loss:  0.159
Epoch  53 Batch   20/134 - Train Accuracy:  0.840, Validation Accuracy:  0.831, Loss:  0.151
Epoch  53 Batch   21/134 - Train Accuracy:  0.834, Validation Accuracy:  0.828, Loss:  0.153
Epoch  53 Batch   22/134 - Train Accuracy:  0.822, Validation Accuracy:  0.832, Loss:  0.157
Epoch  53 Batch   23/134 - Train Accuracy:  0.844, Validation Accuracy:  0.832, Loss:  0.142
Epoch  53 Batch   24/134 - Train Accuracy:  0.822, Validation Accuracy:  0.828, Loss:  0.157
Epoch  53 Batch   25/134 - Train Accuracy:  0.830, Validation Accuracy:  0.833, Loss:  0.150
Epoch  53 Batch   26/134 - Train Accuracy:  0.840, Validation Accuracy:  0.832, Loss:  0.161
Epoch  53 Batch   27/134 - Train Accuracy:  0.828, Validation Accuracy:  0.826, Loss:  0.156
Epoch  53 Batch   28/134 - Train Accuracy:  0.828, Validation Accuracy:  0.832, Loss:  0.159
Epoch  53 Batch   29/134 - Train Accuracy:  0.843, Validation Accuracy:  0.836, Loss:  0.142
Epoch  53 Batch   30/134 - Train Accuracy:  0.848, Validation Accuracy:  0.830, Loss:  0.146
Epoch  53 Batch   31/134 - Train Accuracy:  0.844, Validation Accuracy:  0.831, Loss:  0.155
Epoch  53 Batch   32/134 - Train Accuracy:  0.837, Validation Accuracy:  0.835, Loss:  0.149
Epoch  53 Batch   33/134 - Train Accuracy:  0.811, Validation Accuracy:  0.824, Loss:  0.166
Epoch  53 Batch   34/134 - Train Accuracy:  0.831, Validation Accuracy:  0.831, Loss:  0.165
Epoch  53 Batch   35/134 - Train Accuracy:  0.826, Validation Accuracy:  0.813, Loss:  0.163
Epoch  53 Batch   36/134 - Train Accuracy:  0.820, Validation Accuracy:  0.819, Loss:  0.166
Epoch  53 Batch   37/134 - Train Accuracy:  0.732, Validation Accuracy:  0.751, Loss:  0.227
Epoch  53 Batch   38/134 - Train Accuracy:  0.814, Validation Accuracy:  0.799, Loss:  0.307
Epoch  53 Batch   39/134 - Train Accuracy:  0.730, Validation Accuracy:  0.744, Loss:  0.201
Epoch  53 Batch   40/134 - Train Accuracy:  0.743, Validation Accuracy:  0.738, Loss:  0.418
Epoch  53 Batch   41/134 - Train Accuracy:  0.707, Validation Accuracy:  0.725, Loss:  0.402
Epoch  53 Batch   42/134 - Train Accuracy:  0.650, Validation Accuracy:  0.661, Loss:  0.314
Epoch  53 Batch   43/134 - Train Accuracy:  0.691, Validation Accuracy:  0.696, Loss:  0.347
Epoch  53 Batch   44/134 - Train Accuracy:  0.723, Validation Accuracy:  0.730, Loss:  0.284
Epoch  53 Batch   45/134 - Train Accuracy:  0.737, Validation Accuracy:  0.731, Loss:  0.267
Epoch  53 Batch   46/134 - Train Accuracy:  0.765, Validation Accuracy:  0.755, Loss:  0.269
Epoch  53 Batch   47/134 - Train Accuracy:  0.733, Validation Accuracy:  0.740, Loss:  0.238
Epoch  53 Batch   48/134 - Train Accuracy:  0.782, Validation Accuracy:  0.781, Loss:  0.264
Epoch  53 Batch   49/134 - Train Accuracy:  0.770, Validation Accuracy:  0.760, Loss:  0.199
Epoch  53 Batch   50/134 - Train Accuracy:  0.782, Validation Accuracy:  0.776, Loss:  0.228
Epoch  53 Batch   51/134 - Train Accuracy:  0.784, Validation Accuracy:  0.779, Loss:  0.217
Epoch  53 Batch   52/134 - Train Accuracy:  0.766, Validation Accuracy:  0.773, Loss:  0.209
Epoch  53 Batch   53/134 - Train Accuracy:  0.787, Validation Accuracy:  0.785, Loss:  0.214
Epoch  53 Batch   54/134 - Train Accuracy:  0.787, Validation Accuracy:  0.794, Loss:  0.205
Epoch  53 Batch   55/134 - Train Accuracy:  0.797, Validation Accuracy:  0.798, Loss:  0.204
Epoch  53 Batch   56/134 - Train Accuracy:  0.793, Validation Accuracy:  0.786, Loss:  0.189
Epoch  53 Batch   57/134 - Train Accuracy:  0.782, Validation Accuracy:  0.777, Loss:  0.191
Epoch  53 Batch   58/134 - Train Accuracy:  0.796, Validation Accuracy:  0.795, Loss:  0.192
Epoch  53 Batch   59/134 - Train Accuracy:  0.790, Validation Accuracy:  0.811, Loss:  0.191
Epoch  53 Batch   60/134 - Train Accuracy:  0.799, Validation Accuracy:  0.800, Loss:  0.173
Epoch  53 Batch   61/134 - Train Accuracy:  0.798, Validation Accuracy:  0.800, Loss:  0.179
Epoch  53 Batch   62/134 - Train Accuracy:  0.807, Validation Accuracy:  0.810, Loss:  0.184
Epoch  53 Batch   63/134 - Train Accuracy:  0.811, Validation Accuracy:  0.798, Loss:  0.168
Epoch  53 Batch   64/134 - Train Accuracy:  0.806, Validation Accuracy:  0.798, Loss:  0.174
Epoch  53 Batch   65/134 - Train Accuracy:  0.797, Validation Accuracy:  0.803, Loss:  0.178
Epoch  53 Batch   66/134 - Train Accuracy:  0.816, Validation Accuracy:  0.813, Loss:  0.165
Epoch  53 Batch   67/134 - Train Accuracy:  0.793, Validation Accuracy:  0.817, Loss:  0.184
Epoch  53 Batch   68/134 - Train Accuracy:  0.818, Validation Accuracy:  0.818, Loss:  0.178
Epoch  53 Batch   69/134 - Train Accuracy:  0.811, Validation Accuracy:  0.813, Loss:  0.173
Epoch  53 Batch   70/134 - Train Accuracy:  0.811, Validation Accuracy:  0.818, Loss:  0.163
Epoch  53 Batch   71/134 - Train Accuracy:  0.814, Validation Accuracy:  0.819, Loss:  0.162
Epoch  53 Batch   72/134 - Train Accuracy:  0.815, Validation Accuracy:  0.812, Loss:  0.162
Epoch  53 Batch   73/134 - Train Accuracy:  0.815, Validation Accuracy:  0.812, Loss:  0.164
Epoch  53 Batch   74/134 - Train Accuracy:  0.814, Validation Accuracy:  0.819, Loss:  0.171
Epoch  53 Batch   75/134 - Train Accuracy:  0.826, Validation Accuracy:  0.818, Loss:  0.162
Epoch  53 Batch   76/134 - Train Accuracy:  0.833, Validation Accuracy:  0.809, Loss:  0.157
Epoch  53 Batch   77/134 - Train Accuracy:  0.824, Validation Accuracy:  0.819, Loss:  0.156
Epoch  53 Batch   78/134 - Train Accuracy:  0.816, Validation Accuracy:  0.826, Loss:  0.166
Epoch  53 Batch   79/134 - Train Accuracy:  0.828, Validation Accuracy:  0.829, Loss:  0.159
Epoch  53 Batch   80/134 - Train Accuracy:  0.826, Validation Accuracy:  0.826, Loss:  0.161
Epoch  53 Batch   81/134 - Train Accuracy:  0.839, Validation Accuracy:  0.828, Loss:  0.160
Epoch  53 Batch   82/134 - Train Accuracy:  0.838, Validation Accuracy:  0.828, Loss:  0.153
Epoch  53 Batch   83/134 - Train Accuracy:  0.828, Validation Accuracy:  0.828, Loss:  0.159
Epoch  53 Batch   84/134 - Train Accuracy:  0.826, Validation Accuracy:  0.826, Loss:  0.158
Epoch  53 Batch   85/134 - Train Accuracy:  0.827, Validation Accuracy:  0.825, Loss:  0.164
Epoch  53 Batch   86/134 - Train Accuracy:  0.824, Validation Accuracy:  0.827, Loss:  0.157
Epoch  53 Batch   87/134 - Train Accuracy:  0.829, Validation Accuracy:  0.826, Loss:  0.170
Epoch  53 Batch   88/134 - Train Accuracy:  0.837, Validation Accuracy:  0.827, Loss:  0.150
Epoch  53 Batch   89/134 - Train Accuracy:  0.823, Validation Accuracy:  0.827, Loss:  0.151
Epoch  53 Batch   90/134 - Train Accuracy:  0.815, Validation Accuracy:  0.826, Loss:  0.158
Epoch  53 Batch   91/134 - Train Accuracy:  0.858, Validation Accuracy:  0.830, Loss:  0.135
Epoch  53 Batch   92/134 - Train Accuracy:  0.840, Validation Accuracy:  0.831, Loss:  0.152
Epoch  53 Batch   93/134 - Train Accuracy:  0.835, Validation Accuracy:  0.828, Loss:  0.155
Epoch  53 Batch   94/134 - Train Accuracy:  0.832, Validation Accuracy:  0.825, Loss:  0.152
Epoch  53 Batch   95/134 - Train Accuracy:  0.838, Validation Accuracy:  0.829, Loss:  0.152
Epoch  53 Batch   96/134 - Train Accuracy:  0.839, Validation Accuracy:  0.832, Loss:  0.150
Epoch  53 Batch   97/134 - Train Accuracy:  0.826, Validation Accuracy:  0.829, Loss:  0.155
Epoch  53 Batch   98/134 - Train Accuracy:  0.812, Validation Accuracy:  0.828, Loss:  0.162
Epoch  53 Batch   99/134 - Train Accuracy:  0.833, Validation Accuracy:  0.832, Loss:  0.158
Epoch  53 Batch  100/134 - Train Accuracy:  0.827, Validation Accuracy:  0.833, Loss:  0.157
Epoch  53 Batch  101/134 - Train Accuracy:  0.823, Validation Accuracy:  0.825, Loss:  0.163
Epoch  53 Batch  102/134 - Train Accuracy:  0.825, Validation Accuracy:  0.826, Loss:  0.157
Epoch  53 Batch  103/134 - Train Accuracy:  0.842, Validation Accuracy:  0.829, Loss:  0.147
Epoch  53 Batch  104/134 - Train Accuracy:  0.842, Validation Accuracy:  0.829, Loss:  0.150
Epoch  53 Batch  105/134 - Train Accuracy:  0.842, Validation Accuracy:  0.829, Loss:  0.157
Epoch  53 Batch  106/134 - Train Accuracy:  0.835, Validation Accuracy:  0.826, Loss:  0.153
Epoch  53 Batch  107/134 - Train Accuracy:  0.841, Validation Accuracy:  0.829, Loss:  0.153
Epoch  53 Batch  108/134 - Train Accuracy:  0.831, Validation Accuracy:  0.827, Loss:  0.158
Epoch  53 Batch  109/134 - Train Accuracy:  0.830, Validation Accuracy:  0.829, Loss:  0.148
Epoch  53 Batch  110/134 - Train Accuracy:  0.847, Validation Accuracy:  0.829, Loss:  0.152
Epoch  53 Batch  111/134 - Train Accuracy:  0.833, Validation Accuracy:  0.831, Loss:  0.156
Epoch  53 Batch  112/134 - Train Accuracy:  0.840, Validation Accuracy:  0.832, Loss:  0.147
Epoch  53 Batch  113/134 - Train Accuracy:  0.848, Validation Accuracy:  0.829, Loss:  0.140
Epoch  53 Batch  114/134 - Train Accuracy:  0.833, Validation Accuracy:  0.831, Loss:  0.156
Epoch  53 Batch  115/134 - Train Accuracy:  0.818, Validation Accuracy:  0.832, Loss:  0.162
Epoch  53 Batch  116/134 - Train Accuracy:  0.835, Validation Accuracy:  0.830, Loss:  0.156
Epoch  53 Batch  117/134 - Train Accuracy:  0.824, Validation Accuracy:  0.829, Loss:  0.147
Epoch  53 Batch  118/134 - Train Accuracy:  0.832, Validation Accuracy:  0.829, Loss:  0.151
Epoch  53 Batch  119/134 - Train Accuracy:  0.848, Validation Accuracy:  0.833, Loss:  0.134
Epoch  53 Batch  120/134 - Train Accuracy:  0.830, Validation Accuracy:  0.832, Loss:  0.155
Epoch  53 Batch  121/134 - Train Accuracy:  0.839, Validation Accuracy:  0.833, Loss:  0.149
Epoch  53 Batch  122/134 - Train Accuracy:  0.827, Validation Accuracy:  0.834, Loss:  0.153
Epoch  53 Batch  123/134 - Train Accuracy:  0.844, Validation Accuracy:  0.835, Loss:  0.147
Epoch  53 Batch  124/134 - Train Accuracy:  0.857, Validation Accuracy:  0.833, Loss:  0.136
Epoch  53 Batch  125/134 - Train Accuracy:  0.837, Validation Accuracy:  0.833, Loss:  0.149
Epoch  53 Batch  126/134 - Train Accuracy:  0.814, Validation Accuracy:  0.832, Loss:  0.157
Epoch  53 Batch  127/134 - Train Accuracy:  0.839, Validation Accuracy:  0.834, Loss:  0.144
Epoch  53 Batch  128/134 - Train Accuracy:  0.818, Validation Accuracy:  0.834, Loss:  0.159
Epoch  53 Batch  129/134 - Train Accuracy:  0.838, Validation Accuracy:  0.833, Loss:  0.152
Epoch  53 Batch  130/134 - Train Accuracy:  0.835, Validation Accuracy:  0.831, Loss:  0.149
Epoch  53 Batch  131/134 - Train Accuracy:  0.825, Validation Accuracy:  0.831, Loss:  0.162
Epoch  53 Batch  132/134 - Train Accuracy:  0.838, Validation Accuracy:  0.832, Loss:  0.150
Epoch  54 Batch    0/134 - Train Accuracy:  0.842, Validation Accuracy:  0.832, Loss:  0.151
Epoch  54 Batch    1/134 - Train Accuracy:  0.831, Validation Accuracy:  0.833, Loss:  0.160
Epoch  54 Batch    2/134 - Train Accuracy:  0.840, Validation Accuracy:  0.833, Loss:  0.147
Epoch  54 Batch    3/134 - Train Accuracy:  0.839, Validation Accuracy:  0.833, Loss:  0.149
Epoch  54 Batch    4/134 - Train Accuracy:  0.834, Validation Accuracy:  0.831, Loss:  0.155
Epoch  54 Batch    5/134 - Train Accuracy:  0.830, Validation Accuracy:  0.833, Loss:  0.156
Epoch  54 Batch    6/134 - Train Accuracy:  0.836, Validation Accuracy:  0.834, Loss:  0.142
Epoch  54 Batch    7/134 - Train Accuracy:  0.828, Validation Accuracy:  0.833, Loss:  0.148
Epoch  54 Batch    8/134 - Train Accuracy:  0.843, Validation Accuracy:  0.833, Loss:  0.149
Epoch  54 Batch    9/134 - Train Accuracy:  0.848, Validation Accuracy:  0.829, Loss:  0.139
Epoch  54 Batch   10/134 - Train Accuracy:  0.835, Validation Accuracy:  0.831, Loss:  0.150
Epoch  54 Batch   11/134 - Train Accuracy:  0.838, Validation Accuracy:  0.832, Loss:  0.146
Epoch  54 Batch   12/134 - Train Accuracy:  0.843, Validation Accuracy:  0.831, Loss:  0.144
Epoch  54 Batch   13/134 - Train Accuracy:  0.826, Validation Accuracy:  0.832, Loss:  0.158
Epoch  54 Batch   14/134 - Train Accuracy:  0.837, Validation Accuracy:  0.833, Loss:  0.152
Epoch  54 Batch   15/134 - Train Accuracy:  0.838, Validation Accuracy:  0.831, Loss:  0.143
Epoch  54 Batch   16/134 - Train Accuracy:  0.837, Validation Accuracy:  0.831, Loss:  0.144
Epoch  54 Batch   17/134 - Train Accuracy:  0.833, Validation Accuracy:  0.834, Loss:  0.159
Epoch  54 Batch   18/134 - Train Accuracy:  0.832, Validation Accuracy:  0.833, Loss:  0.150
Epoch  54 Batch   19/134 - Train Accuracy:  0.833, Validation Accuracy:  0.833, Loss:  0.155
Epoch  54 Batch   20/134 - Train Accuracy:  0.839, Validation Accuracy:  0.830, Loss:  0.146
Epoch  54 Batch   21/134 - Train Accuracy:  0.834, Validation Accuracy:  0.833, Loss:  0.150
Epoch  54 Batch   22/134 - Train Accuracy:  0.825, Validation Accuracy:  0.832, Loss:  0.153
Epoch  54 Batch   23/134 - Train Accuracy:  0.850, Validation Accuracy:  0.834, Loss:  0.139
Epoch  54 Batch   24/134 - Train Accuracy:  0.830, Validation Accuracy:  0.834, Loss:  0.152
Epoch  54 Batch   25/134 - Train Accuracy:  0.831, Validation Accuracy:  0.836, Loss:  0.144
Epoch  54 Batch   26/134 - Train Accuracy:  0.847, Validation Accuracy:  0.834, Loss:  0.156
Epoch  54 Batch   27/134 - Train Accuracy:  0.837, Validation Accuracy:  0.835, Loss:  0.151
Epoch  54 Batch   28/134 - Train Accuracy:  0.834, Validation Accuracy:  0.834, Loss:  0.154
Epoch  54 Batch   29/134 - Train Accuracy:  0.843, Validation Accuracy:  0.834, Loss:  0.138
Epoch  54 Batch   30/134 - Train Accuracy:  0.853, Validation Accuracy:  0.837, Loss:  0.141
Epoch  54 Batch   31/134 - Train Accuracy:  0.842, Validation Accuracy:  0.835, Loss:  0.150
Epoch  54 Batch   32/134 - Train Accuracy:  0.837, Validation Accuracy:  0.835, Loss:  0.145
Epoch  54 Batch   33/134 - Train Accuracy:  0.821, Validation Accuracy:  0.833, Loss:  0.161
Epoch  54 Batch   34/134 - Train Accuracy:  0.838, Validation Accuracy:  0.836, Loss:  0.157
Epoch  54 Batch   35/134 - Train Accuracy:  0.848, Validation Accuracy:  0.834, Loss:  0.151
Epoch  54 Batch   36/134 - Train Accuracy:  0.837, Validation Accuracy:  0.832, Loss:  0.147
Epoch  54 Batch   37/134 - Train Accuracy:  0.825, Validation Accuracy:  0.834, Loss:  0.152
Epoch  54 Batch   38/134 - Train Accuracy:  0.845, Validation Accuracy:  0.832, Loss:  0.143
Epoch  54 Batch   39/134 - Train Accuracy:  0.842, Validation Accuracy:  0.834, Loss:  0.149
Epoch  54 Batch   40/134 - Train Accuracy:  0.841, Validation Accuracy:  0.833, Loss:  0.149
Epoch  54 Batch   41/134 - Train Accuracy:  0.830, Validation Accuracy:  0.835, Loss:  0.160
Epoch  54 Batch   42/134 - Train Accuracy:  0.833, Validation Accuracy:  0.835, Loss:  0.148
Epoch  54 Batch   43/134 - Train Accuracy:  0.828, Validation Accuracy:  0.834, Loss:  0.154
Epoch  54 Batch   44/134 - Train Accuracy:  0.835, Validation Accuracy:  0.835, Loss:  0.148
Epoch  54 Batch   45/134 - Train Accuracy:  0.843, Validation Accuracy:  0.835, Loss:  0.147
Epoch  54 Batch   46/134 - Train Accuracy:  0.841, Validation Accuracy:  0.835, Loss:  0.147
Epoch  54 Batch   47/134 - Train Accuracy:  0.829, Validation Accuracy:  0.833, Loss:  0.153
Epoch  54 Batch   48/134 - Train Accuracy:  0.838, Validation Accuracy:  0.832, Loss:  0.150
Epoch  54 Batch   49/134 - Train Accuracy:  0.844, Validation Accuracy:  0.831, Loss:  0.147
Epoch  54 Batch   50/134 - Train Accuracy:  0.842, Validation Accuracy:  0.834, Loss:  0.152
Epoch  54 Batch   51/134 - Train Accuracy:  0.841, Validation Accuracy:  0.835, Loss:  0.145
Epoch  54 Batch   52/134 - Train Accuracy:  0.833, Validation Accuracy:  0.832, Loss:  0.149
Epoch  54 Batch   53/134 - Train Accuracy:  0.836, Validation Accuracy:  0.834, Loss:  0.146
Epoch  54 Batch   54/134 - Train Accuracy:  0.827, Validation Accuracy:  0.832, Loss:  0.151
Epoch  54 Batch   55/134 - Train Accuracy:  0.834, Validation Accuracy:  0.833, Loss:  0.157
Epoch  54 Batch   56/134 - Train Accuracy:  0.841, Validation Accuracy:  0.834, Loss:  0.147
Epoch  54 Batch   57/134 - Train Accuracy:  0.838, Validation Accuracy:  0.834, Loss:  0.152
Epoch  54 Batch   58/134 - Train Accuracy:  0.840, Validation Accuracy:  0.833, Loss:  0.150
Epoch  54 Batch   59/134 - Train Accuracy:  0.824, Validation Accuracy:  0.833, Loss:  0.152
Epoch  54 Batch   60/134 - Train Accuracy:  0.832, Validation Accuracy:  0.834, Loss:  0.147
Epoch  54 Batch   61/134 - Train Accuracy:  0.826, Validation Accuracy:  0.831, Loss:  0.144
Epoch  54 Batch   62/134 - Train Accuracy:  0.827, Validation Accuracy:  0.832, Loss:  0.153
Epoch  54 Batch   63/134 - Train Accuracy:  0.841, Validation Accuracy:  0.834, Loss:  0.145
Epoch  54 Batch   64/134 - Train Accuracy:  0.830, Validation Accuracy:  0.830, Loss:  0.150
Epoch  54 Batch   65/134 - Train Accuracy:  0.821, Validation Accuracy:  0.832, Loss:  0.153
Epoch  54 Batch   66/134 - Train Accuracy:  0.838, Validation Accuracy:  0.835, Loss:  0.143
Epoch  54 Batch   67/134 - Train Accuracy:  0.810, Validation Accuracy:  0.832, Loss:  0.163
Epoch  54 Batch   68/134 - Train Accuracy:  0.833, Validation Accuracy:  0.832, Loss:  0.157
Epoch  54 Batch   69/134 - Train Accuracy:  0.837, Validation Accuracy:  0.835, Loss:  0.154
Epoch  54 Batch   70/134 - Train Accuracy:  0.842, Validation Accuracy:  0.834, Loss:  0.145
Epoch  54 Batch   71/134 - Train Accuracy:  0.844, Validation Accuracy:  0.832, Loss:  0.141
Epoch  54 Batch   72/134 - Train Accuracy:  0.836, Validation Accuracy:  0.833, Loss:  0.147
Epoch  54 Batch   73/134 - Train Accuracy:  0.837, Validation Accuracy:  0.836, Loss:  0.147
Epoch  54 Batch   74/134 - Train Accuracy:  0.837, Validation Accuracy:  0.833, Loss:  0.156
Epoch  54 Batch   75/134 - Train Accuracy:  0.838, Validation Accuracy:  0.834, Loss:  0.147
Epoch  54 Batch   76/134 - Train Accuracy:  0.845, Validation Accuracy:  0.835, Loss:  0.143
Epoch  54 Batch   77/134 - Train Accuracy:  0.845, Validation Accuracy:  0.837, Loss:  0.141
Epoch  54 Batch   78/134 - Train Accuracy:  0.821, Validation Accuracy:  0.839, Loss:  0.153
Epoch  54 Batch   79/134 - Train Accuracy:  0.834, Validation Accuracy:  0.835, Loss:  0.145
Epoch  54 Batch   80/134 - Train Accuracy:  0.841, Validation Accuracy:  0.833, Loss:  0.148
Epoch  54 Batch   81/134 - Train Accuracy:  0.854, Validation Accuracy:  0.836, Loss:  0.148
Epoch  54 Batch   82/134 - Train Accuracy:  0.851, Validation Accuracy:  0.837, Loss:  0.142
Epoch  54 Batch   83/134 - Train Accuracy:  0.839, Validation Accuracy:  0.832, Loss:  0.148
Epoch  54 Batch   84/134 - Train Accuracy:  0.833, Validation Accuracy:  0.834, Loss:  0.146
Epoch  54 Batch   85/134 - Train Accuracy:  0.834, Validation Accuracy:  0.835, Loss:  0.154
Epoch  54 Batch   86/134 - Train Accuracy:  0.841, Validation Accuracy:  0.835, Loss:  0.147
Epoch  54 Batch   87/134 - Train Accuracy:  0.841, Validation Accuracy:  0.835, Loss:  0.160
Epoch  54 Batch   88/134 - Train Accuracy:  0.844, Validation Accuracy:  0.834, Loss:  0.141
Epoch  54 Batch   89/134 - Train Accuracy:  0.843, Validation Accuracy:  0.834, Loss:  0.143
Epoch  54 Batch   90/134 - Train Accuracy:  0.834, Validation Accuracy:  0.834, Loss:  0.148
Epoch  54 Batch   91/134 - Train Accuracy:  0.866, Validation Accuracy:  0.836, Loss:  0.127
Epoch  54 Batch   92/134 - Train Accuracy:  0.848, Validation Accuracy:  0.836, Loss:  0.143
Epoch  54 Batch   93/134 - Train Accuracy:  0.843, Validation Accuracy:  0.835, Loss:  0.146
Epoch  54 Batch   94/134 - Train Accuracy:  0.842, Validation Accuracy:  0.836, Loss:  0.145
Epoch  54 Batch   95/134 - Train Accuracy:  0.844, Validation Accuracy:  0.839, Loss:  0.144
Epoch  54 Batch   96/134 - Train Accuracy:  0.850, Validation Accuracy:  0.839, Loss:  0.142
Epoch  54 Batch   97/134 - Train Accuracy:  0.832, Validation Accuracy:  0.836, Loss:  0.146
Epoch  54 Batch   98/134 - Train Accuracy:  0.824, Validation Accuracy:  0.836, Loss:  0.154
Epoch  54 Batch   99/134 - Train Accuracy:  0.841, Validation Accuracy:  0.841, Loss:  0.150
Epoch  54 Batch  100/134 - Train Accuracy:  0.831, Validation Accuracy:  0.835, Loss:  0.150
Epoch  54 Batch  101/134 - Train Accuracy:  0.835, Validation Accuracy:  0.835, Loss:  0.156
Epoch  54 Batch  102/134 - Train Accuracy:  0.834, Validation Accuracy:  0.836, Loss:  0.149
Epoch  54 Batch  103/134 - Train Accuracy:  0.849, Validation Accuracy:  0.836, Loss:  0.141
Epoch  54 Batch  104/134 - Train Accuracy:  0.852, Validation Accuracy:  0.835, Loss:  0.143
Epoch  54 Batch  105/134 - Train Accuracy:  0.843, Validation Accuracy:  0.837, Loss:  0.150
Epoch  54 Batch  106/134 - Train Accuracy:  0.839, Validation Accuracy:  0.839, Loss:  0.147
Epoch  54 Batch  107/134 - Train Accuracy:  0.846, Validation Accuracy:  0.837, Loss:  0.146
Epoch  54 Batch  108/134 - Train Accuracy:  0.835, Validation Accuracy:  0.834, Loss:  0.152
Epoch  54 Batch  109/134 - Train Accuracy:  0.840, Validation Accuracy:  0.835, Loss:  0.142
Epoch  54 Batch  110/134 - Train Accuracy:  0.855, Validation Accuracy:  0.836, Loss:  0.146
Epoch  54 Batch  111/134 - Train Accuracy:  0.840, Validation Accuracy:  0.836, Loss:  0.149
Epoch  54 Batch  112/134 - Train Accuracy:  0.847, Validation Accuracy:  0.834, Loss:  0.140
Epoch  54 Batch  113/134 - Train Accuracy:  0.849, Validation Accuracy:  0.833, Loss:  0.134
Epoch  54 Batch  114/134 - Train Accuracy:  0.839, Validation Accuracy:  0.838, Loss:  0.149
Epoch  54 Batch  115/134 - Train Accuracy:  0.827, Validation Accuracy:  0.835, Loss:  0.155
Epoch  54 Batch  116/134 - Train Accuracy:  0.841, Validation Accuracy:  0.834, Loss:  0.149
Epoch  54 Batch  117/134 - Train Accuracy:  0.837, Validation Accuracy:  0.835, Loss:  0.141
Epoch  54 Batch  118/134 - Train Accuracy:  0.837, Validation Accuracy:  0.836, Loss:  0.144
Epoch  54 Batch  119/134 - Train Accuracy:  0.857, Validation Accuracy:  0.836, Loss:  0.129
Epoch  54 Batch  120/134 - Train Accuracy:  0.840, Validation Accuracy:  0.838, Loss:  0.149
Epoch  54 Batch  121/134 - Train Accuracy:  0.846, Validation Accuracy:  0.841, Loss:  0.144
Epoch  54 Batch  122/134 - Train Accuracy:  0.836, Validation Accuracy:  0.838, Loss:  0.147
Epoch  54 Batch  123/134 - Train Accuracy:  0.848, Validation Accuracy:  0.837, Loss:  0.141
Epoch  54 Batch  124/134 - Train Accuracy:  0.862, Validation Accuracy:  0.837, Loss:  0.130
Epoch  54 Batch  125/134 - Train Accuracy:  0.846, Validation Accuracy:  0.839, Loss:  0.143
Epoch  54 Batch  126/134 - Train Accuracy:  0.825, Validation Accuracy:  0.836, Loss:  0.151
Epoch  54 Batch  127/134 - Train Accuracy:  0.842, Validation Accuracy:  0.838, Loss:  0.139
Epoch  54 Batch  128/134 - Train Accuracy:  0.826, Validation Accuracy:  0.839, Loss:  0.153
Epoch  54 Batch  129/134 - Train Accuracy:  0.841, Validation Accuracy:  0.841, Loss:  0.146
Epoch  54 Batch  130/134 - Train Accuracy:  0.838, Validation Accuracy:  0.837, Loss:  0.144
Epoch  54 Batch  131/134 - Train Accuracy:  0.830, Validation Accuracy:  0.836, Loss:  0.156
Epoch  54 Batch  132/134 - Train Accuracy:  0.843, Validation Accuracy:  0.841, Loss:  0.145
Epoch  55 Batch    0/134 - Train Accuracy:  0.845, Validation Accuracy:  0.834, Loss:  0.146
Epoch  55 Batch    1/134 - Train Accuracy:  0.838, Validation Accuracy:  0.837, Loss:  0.154
Epoch  55 Batch    2/134 - Train Accuracy:  0.844, Validation Accuracy:  0.837, Loss:  0.142
Epoch  55 Batch    3/134 - Train Accuracy:  0.845, Validation Accuracy:  0.838, Loss:  0.143
Epoch  55 Batch    4/134 - Train Accuracy:  0.832, Validation Accuracy:  0.832, Loss:  0.149
Epoch  55 Batch    5/134 - Train Accuracy:  0.832, Validation Accuracy:  0.839, Loss:  0.151
Epoch  55 Batch    6/134 - Train Accuracy:  0.841, Validation Accuracy:  0.840, Loss:  0.137
Epoch  55 Batch    7/134 - Train Accuracy:  0.831, Validation Accuracy:  0.836, Loss:  0.143
Epoch  55 Batch    8/134 - Train Accuracy:  0.847, Validation Accuracy:  0.832, Loss:  0.143
Epoch  55 Batch    9/134 - Train Accuracy:  0.854, Validation Accuracy:  0.837, Loss:  0.135
Epoch  55 Batch   10/134 - Train Accuracy:  0.841, Validation Accuracy:  0.840, Loss:  0.145
Epoch  55 Batch   11/134 - Train Accuracy:  0.836, Validation Accuracy:  0.839, Loss:  0.141
Epoch  55 Batch   12/134 - Train Accuracy:  0.852, Validation Accuracy:  0.838, Loss:  0.139
Epoch  55 Batch   13/134 - Train Accuracy:  0.831, Validation Accuracy:  0.840, Loss:  0.152
Epoch  55 Batch   14/134 - Train Accuracy:  0.844, Validation Accuracy:  0.841, Loss:  0.146
Epoch  55 Batch   15/134 - Train Accuracy:  0.841, Validation Accuracy:  0.836, Loss:  0.137
Epoch  55 Batch   16/134 - Train Accuracy:  0.844, Validation Accuracy:  0.838, Loss:  0.139
Epoch  55 Batch   17/134 - Train Accuracy:  0.836, Validation Accuracy:  0.841, Loss:  0.153
Epoch  55 Batch   18/134 - Train Accuracy:  0.838, Validation Accuracy:  0.837, Loss:  0.144
Epoch  55 Batch   19/134 - Train Accuracy:  0.835, Validation Accuracy:  0.837, Loss:  0.149
Epoch  55 Batch   20/134 - Train Accuracy:  0.845, Validation Accuracy:  0.839, Loss:  0.141
Epoch  55 Batch   21/134 - Train Accuracy:  0.844, Validation Accuracy:  0.837, Loss:  0.145
Epoch  55 Batch   22/134 - Train Accuracy:  0.824, Validation Accuracy:  0.837, Loss:  0.147
Epoch  55 Batch   23/134 - Train Accuracy:  0.848, Validation Accuracy:  0.843, Loss:  0.135
Epoch  55 Batch   24/134 - Train Accuracy:  0.836, Validation Accuracy:  0.840, Loss:  0.147
Epoch  55 Batch   25/134 - Train Accuracy:  0.832, Validation Accuracy:  0.839, Loss:  0.140
Epoch  55 Batch   26/134 - Train Accuracy:  0.850, Validation Accuracy:  0.838, Loss:  0.151
Epoch  55 Batch   27/134 - Train Accuracy:  0.838, Validation Accuracy:  0.841, Loss:  0.146
Epoch  55 Batch   28/134 - Train Accuracy:  0.840, Validation Accuracy:  0.839, Loss:  0.149
Epoch  55 Batch   29/134 - Train Accuracy:  0.849, Validation Accuracy:  0.839, Loss:  0.132
Epoch  55 Batch   30/134 - Train Accuracy:  0.859, Validation Accuracy:  0.844, Loss:  0.136
Epoch  55 Batch   31/134 - Train Accuracy:  0.851, Validation Accuracy:  0.841, Loss:  0.144
Epoch  55 Batch   32/134 - Train Accuracy:  0.842, Validation Accuracy:  0.840, Loss:  0.139
Epoch  55 Batch   33/134 - Train Accuracy:  0.829, Validation Accuracy:  0.841, Loss:  0.156
Epoch  55 Batch   34/134 - Train Accuracy:  0.843, Validation Accuracy:  0.842, Loss:  0.151
Epoch  55 Batch   35/134 - Train Accuracy:  0.849, Validation Accuracy:  0.841, Loss:  0.146
Epoch  55 Batch   36/134 - Train Accuracy:  0.843, Validation Accuracy:  0.837, Loss:  0.142
Epoch  55 Batch   37/134 - Train Accuracy:  0.832, Validation Accuracy:  0.839, Loss:  0.147
Epoch  55 Batch   38/134 - Train Accuracy:  0.852, Validation Accuracy:  0.840, Loss:  0.138
Epoch  55 Batch   39/134 - Train Accuracy:  0.846, Validation Accuracy:  0.838, Loss:  0.143
Epoch  55 Batch   40/134 - Train Accuracy:  0.845, Validation Accuracy:  0.838, Loss:  0.144
Epoch  55 Batch   41/134 - Train Accuracy:  0.836, Validation Accuracy:  0.840, Loss:  0.155
Epoch  55 Batch   42/134 - Train Accuracy:  0.837, Validation Accuracy:  0.840, Loss:  0.143
Epoch  55 Batch   43/134 - Train Accuracy:  0.830, Validation Accuracy:  0.840, Loss:  0.149
Epoch  55 Batch   44/134 - Train Accuracy:  0.839, Validation Accuracy:  0.839, Loss:  0.143
Epoch  55 Batch   45/134 - Train Accuracy:  0.846, Validation Accuracy:  0.843, Loss:  0.141
Epoch  55 Batch   46/134 - Train Accuracy:  0.845, Validation Accuracy:  0.841, Loss:  0.142
Epoch  55 Batch   47/134 - Train Accuracy:  0.831, Validation Accuracy:  0.837, Loss:  0.148
Epoch  55 Batch   48/134 - Train Accuracy:  0.846, Validation Accuracy:  0.841, Loss:  0.146
Epoch  55 Batch   49/134 - Train Accuracy:  0.846, Validation Accuracy:  0.839, Loss:  0.142
Epoch  55 Batch   50/134 - Train Accuracy:  0.844, Validation Accuracy:  0.836, Loss:  0.147
Epoch  55 Batch   51/134 - Train Accuracy:  0.849, Validation Accuracy:  0.841, Loss:  0.142
Epoch  55 Batch   52/134 - Train Accuracy:  0.838, Validation Accuracy:  0.843, Loss:  0.143
Epoch  55 Batch   53/134 - Train Accuracy:  0.836, Validation Accuracy:  0.839, Loss:  0.141
Epoch  55 Batch   54/134 - Train Accuracy:  0.834, Validation Accuracy:  0.838, Loss:  0.146
Epoch  55 Batch   55/134 - Train Accuracy:  0.840, Validation Accuracy:  0.842, Loss:  0.150
Epoch  55 Batch   56/134 - Train Accuracy:  0.846, Validation Accuracy:  0.843, Loss:  0.143
Epoch  55 Batch   57/134 - Train Accuracy:  0.842, Validation Accuracy:  0.839, Loss:  0.145
Epoch  55 Batch   58/134 - Train Accuracy:  0.848, Validation Accuracy:  0.840, Loss:  0.144
Epoch  55 Batch   59/134 - Train Accuracy:  0.828, Validation Accuracy:  0.842, Loss:  0.147
Epoch  55 Batch   60/134 - Train Accuracy:  0.836, Validation Accuracy:  0.837, Loss:  0.140
Epoch  55 Batch   61/134 - Train Accuracy:  0.840, Validation Accuracy:  0.840, Loss:  0.138
Epoch  55 Batch   62/134 - Train Accuracy:  0.835, Validation Accuracy:  0.839, Loss:  0.145
Epoch  55 Batch   63/134 - Train Accuracy:  0.845, Validation Accuracy:  0.843, Loss:  0.139
Epoch  55 Batch   64/134 - Train Accuracy:  0.835, Validation Accuracy:  0.839, Loss:  0.143
Epoch  55 Batch   65/134 - Train Accuracy:  0.825, Validation Accuracy:  0.839, Loss:  0.146
Epoch  55 Batch   66/134 - Train Accuracy:  0.846, Validation Accuracy:  0.840, Loss:  0.138
Epoch  55 Batch   67/134 - Train Accuracy:  0.820, Validation Accuracy:  0.837, Loss:  0.156
Epoch  55 Batch   68/134 - Train Accuracy:  0.842, Validation Accuracy:  0.840, Loss:  0.152
Epoch  55 Batch   69/134 - Train Accuracy:  0.838, Validation Accuracy:  0.841, Loss:  0.148
Epoch  55 Batch   70/134 - Train Accuracy:  0.848, Validation Accuracy:  0.841, Loss:  0.139
Epoch  55 Batch   71/134 - Train Accuracy:  0.846, Validation Accuracy:  0.839, Loss:  0.135
Epoch  55 Batch   72/134 - Train Accuracy:  0.842, Validation Accuracy:  0.840, Loss:  0.141
Epoch  55 Batch   73/134 - Train Accuracy:  0.839, Validation Accuracy:  0.844, Loss:  0.142
Epoch  55 Batch   74/134 - Train Accuracy:  0.838, Validation Accuracy:  0.838, Loss:  0.150
Epoch  55 Batch   75/134 - Train Accuracy:  0.845, Validation Accuracy:  0.840, Loss:  0.143
Epoch  55 Batch   76/134 - Train Accuracy:  0.848, Validation Accuracy:  0.843, Loss:  0.137
Epoch  55 Batch   77/134 - Train Accuracy:  0.849, Validation Accuracy:  0.843, Loss:  0.136
Epoch  55 Batch   78/134 - Train Accuracy:  0.830, Validation Accuracy:  0.839, Loss:  0.147
Epoch  55 Batch   79/134 - Train Accuracy:  0.844, Validation Accuracy:  0.841, Loss:  0.140
Epoch  55 Batch   80/134 - Train Accuracy:  0.844, Validation Accuracy:  0.841, Loss:  0.142
Epoch  55 Batch   81/134 - Train Accuracy:  0.855, Validation Accuracy:  0.841, Loss:  0.143
Epoch  55 Batch   82/134 - Train Accuracy:  0.855, Validation Accuracy:  0.840, Loss:  0.136
Epoch  55 Batch   83/134 - Train Accuracy:  0.848, Validation Accuracy:  0.840, Loss:  0.143
Epoch  55 Batch   84/134 - Train Accuracy:  0.838, Validation Accuracy:  0.840, Loss:  0.141
Epoch  55 Batch   85/134 - Train Accuracy:  0.837, Validation Accuracy:  0.843, Loss:  0.149
Epoch  55 Batch   86/134 - Train Accuracy:  0.848, Validation Accuracy:  0.843, Loss:  0.141
Epoch  55 Batch   87/134 - Train Accuracy:  0.845, Validation Accuracy:  0.846, Loss:  0.154
Epoch  55 Batch   88/134 - Train Accuracy:  0.848, Validation Accuracy:  0.841, Loss:  0.136
Epoch  55 Batch   89/134 - Train Accuracy:  0.849, Validation Accuracy:  0.842, Loss:  0.137
Epoch  55 Batch   90/134 - Train Accuracy:  0.839, Validation Accuracy:  0.843, Loss:  0.143
Epoch  55 Batch   91/134 - Train Accuracy:  0.868, Validation Accuracy:  0.842, Loss:  0.122
Epoch  55 Batch   92/134 - Train Accuracy:  0.854, Validation Accuracy:  0.844, Loss:  0.138
Epoch  55 Batch   93/134 - Train Accuracy:  0.846, Validation Accuracy:  0.843, Loss:  0.141
Epoch  55 Batch   94/134 - Train Accuracy:  0.848, Validation Accuracy:  0.841, Loss:  0.140
Epoch  55 Batch   95/134 - Train Accuracy:  0.847, Validation Accuracy:  0.845, Loss:  0.139
Epoch  55 Batch   96/134 - Train Accuracy:  0.853, Validation Accuracy:  0.843, Loss:  0.137
Epoch  55 Batch   97/134 - Train Accuracy:  0.840, Validation Accuracy:  0.841, Loss:  0.141
Epoch  55 Batch   98/134 - Train Accuracy:  0.833, Validation Accuracy:  0.844, Loss:  0.148
Epoch  55 Batch   99/134 - Train Accuracy:  0.848, Validation Accuracy:  0.844, Loss:  0.144
Epoch  55 Batch  100/134 - Train Accuracy:  0.834, Validation Accuracy:  0.842, Loss:  0.144
Epoch  55 Batch  101/134 - Train Accuracy:  0.838, Validation Accuracy:  0.842, Loss:  0.151
Epoch  55 Batch  102/134 - Train Accuracy:  0.837, Validation Accuracy:  0.844, Loss:  0.144
Epoch  55 Batch  103/134 - Train Accuracy:  0.852, Validation Accuracy:  0.837, Loss:  0.136
Epoch  55 Batch  104/134 - Train Accuracy:  0.857, Validation Accuracy:  0.842, Loss:  0.138
Epoch  55 Batch  105/134 - Train Accuracy:  0.847, Validation Accuracy:  0.844, Loss:  0.145
Epoch  55 Batch  106/134 - Train Accuracy:  0.848, Validation Accuracy:  0.843, Loss:  0.142
Epoch  55 Batch  107/134 - Train Accuracy:  0.850, Validation Accuracy:  0.839, Loss:  0.141
Epoch  55 Batch  108/134 - Train Accuracy:  0.842, Validation Accuracy:  0.843, Loss:  0.146
Epoch  55 Batch  109/134 - Train Accuracy:  0.842, Validation Accuracy:  0.841, Loss:  0.137
Epoch  55 Batch  110/134 - Train Accuracy:  0.858, Validation Accuracy:  0.840, Loss:  0.141
Epoch  55 Batch  111/134 - Train Accuracy:  0.842, Validation Accuracy:  0.841, Loss:  0.144
Epoch  55 Batch  112/134 - Train Accuracy:  0.849, Validation Accuracy:  0.839, Loss:  0.137
Epoch  55 Batch  113/134 - Train Accuracy:  0.853, Validation Accuracy:  0.837, Loss:  0.130
Epoch  55 Batch  114/134 - Train Accuracy:  0.845, Validation Accuracy:  0.845, Loss:  0.144
Epoch  55 Batch  115/134 - Train Accuracy:  0.827, Validation Accuracy:  0.837, Loss:  0.152
Epoch  55 Batch  116/134 - Train Accuracy:  0.844, Validation Accuracy:  0.839, Loss:  0.146
Epoch  55 Batch  117/134 - Train Accuracy:  0.841, Validation Accuracy:  0.842, Loss:  0.137
Epoch  55 Batch  118/134 - Train Accuracy:  0.846, Validation Accuracy:  0.843, Loss:  0.141
Epoch  55 Batch  119/134 - Train Accuracy:  0.860, Validation Accuracy:  0.842, Loss:  0.126
Epoch  55 Batch  120/134 - Train Accuracy:  0.841, Validation Accuracy:  0.845, Loss:  0.143
Epoch  55 Batch  121/134 - Train Accuracy:  0.850, Validation Accuracy:  0.843, Loss:  0.140
Epoch  55 Batch  122/134 - Train Accuracy:  0.837, Validation Accuracy:  0.842, Loss:  0.142
Epoch  55 Batch  123/134 - Train Accuracy:  0.850, Validation Accuracy:  0.845, Loss:  0.137
Epoch  55 Batch  124/134 - Train Accuracy:  0.866, Validation Accuracy:  0.842, Loss:  0.126
Epoch  55 Batch  125/134 - Train Accuracy:  0.851, Validation Accuracy:  0.843, Loss:  0.138
Epoch  55 Batch  126/134 - Train Accuracy:  0.832, Validation Accuracy:  0.844, Loss:  0.145
Epoch  55 Batch  127/134 - Train Accuracy:  0.848, Validation Accuracy:  0.845, Loss:  0.135
Epoch  55 Batch  128/134 - Train Accuracy:  0.830, Validation Accuracy:  0.841, Loss:  0.147
Epoch  55 Batch  129/134 - Train Accuracy:  0.846, Validation Accuracy:  0.845, Loss:  0.142
Epoch  55 Batch  130/134 - Train Accuracy:  0.843, Validation Accuracy:  0.843, Loss:  0.139
Epoch  55 Batch  131/134 - Train Accuracy:  0.835, Validation Accuracy:  0.841, Loss:  0.150
Epoch  55 Batch  132/134 - Train Accuracy:  0.846, Validation Accuracy:  0.842, Loss:  0.140
Epoch  56 Batch    0/134 - Train Accuracy:  0.847, Validation Accuracy:  0.839, Loss:  0.142
Epoch  56 Batch    1/134 - Train Accuracy:  0.843, Validation Accuracy:  0.846, Loss:  0.149
Epoch  56 Batch    2/134 - Train Accuracy:  0.848, Validation Accuracy:  0.844, Loss:  0.137
Epoch  56 Batch    3/134 - Train Accuracy:  0.852, Validation Accuracy:  0.844, Loss:  0.139
Epoch  56 Batch    4/134 - Train Accuracy:  0.839, Validation Accuracy:  0.843, Loss:  0.144
Epoch  56 Batch    5/134 - Train Accuracy:  0.835, Validation Accuracy:  0.846, Loss:  0.145
Epoch  56 Batch    6/134 - Train Accuracy:  0.845, Validation Accuracy:  0.844, Loss:  0.132
Epoch  56 Batch    7/134 - Train Accuracy:  0.833, Validation Accuracy:  0.840, Loss:  0.137
Epoch  56 Batch    8/134 - Train Accuracy:  0.851, Validation Accuracy:  0.839, Loss:  0.138
Epoch  56 Batch    9/134 - Train Accuracy:  0.862, Validation Accuracy:  0.845, Loss:  0.129
Epoch  56 Batch   10/134 - Train Accuracy:  0.847, Validation Accuracy:  0.845, Loss:  0.139
Epoch  56 Batch   11/134 - Train Accuracy:  0.847, Validation Accuracy:  0.846, Loss:  0.136
Epoch  56 Batch   12/134 - Train Accuracy:  0.859, Validation Accuracy:  0.845, Loss:  0.134
Epoch  56 Batch   13/134 - Train Accuracy:  0.834, Validation Accuracy:  0.847, Loss:  0.146
Epoch  56 Batch   14/134 - Train Accuracy:  0.847, Validation Accuracy:  0.848, Loss:  0.141
Epoch  56 Batch   15/134 - Train Accuracy:  0.841, Validation Accuracy:  0.843, Loss:  0.133
Epoch  56 Batch   16/134 - Train Accuracy:  0.850, Validation Accuracy:  0.843, Loss:  0.133
Epoch  56 Batch   17/134 - Train Accuracy:  0.838, Validation Accuracy:  0.848, Loss:  0.149
Epoch  56 Batch   18/134 - Train Accuracy:  0.843, Validation Accuracy:  0.844, Loss:  0.140
Epoch  56 Batch   19/134 - Train Accuracy:  0.841, Validation Accuracy:  0.843, Loss:  0.144
Epoch  56 Batch   20/134 - Train Accuracy:  0.850, Validation Accuracy:  0.844, Loss:  0.136
Epoch  56 Batch   21/134 - Train Accuracy:  0.845, Validation Accuracy:  0.844, Loss:  0.139
Epoch  56 Batch   22/134 - Train Accuracy:  0.836, Validation Accuracy:  0.842, Loss:  0.141
Epoch  56 Batch   23/134 - Train Accuracy:  0.853, Validation Accuracy:  0.847, Loss:  0.130
Epoch  56 Batch   24/134 - Train Accuracy:  0.841, Validation Accuracy:  0.844, Loss:  0.143
Epoch  56 Batch   25/134 - Train Accuracy:  0.837, Validation Accuracy:  0.841, Loss:  0.134
Epoch  56 Batch   26/134 - Train Accuracy:  0.853, Validation Accuracy:  0.848, Loss:  0.146
Epoch  56 Batch   27/134 - Train Accuracy:  0.843, Validation Accuracy:  0.842, Loss:  0.142
Epoch  56 Batch   28/134 - Train Accuracy:  0.844, Validation Accuracy:  0.841, Loss:  0.143
Epoch  56 Batch   29/134 - Train Accuracy:  0.854, Validation Accuracy:  0.847, Loss:  0.128
Epoch  56 Batch   30/134 - Train Accuracy:  0.862, Validation Accuracy:  0.848, Loss:  0.132
Epoch  56 Batch   31/134 - Train Accuracy:  0.851, Validation Accuracy:  0.846, Loss:  0.140
Epoch  56 Batch   32/134 - Train Accuracy:  0.846, Validation Accuracy:  0.845, Loss:  0.135
Epoch  56 Batch   33/134 - Train Accuracy:  0.831, Validation Accuracy:  0.847, Loss:  0.151
Epoch  56 Batch   34/134 - Train Accuracy:  0.850, Validation Accuracy:  0.846, Loss:  0.146
Epoch  56 Batch   35/134 - Train Accuracy:  0.850, Validation Accuracy:  0.844, Loss:  0.141
Epoch  56 Batch   36/134 - Train Accuracy:  0.851, Validation Accuracy:  0.846, Loss:  0.137
Epoch  56 Batch   37/134 - Train Accuracy:  0.838, Validation Accuracy:  0.845, Loss:  0.142
Epoch  56 Batch   38/134 - Train Accuracy:  0.857, Validation Accuracy:  0.845, Loss:  0.133
Epoch  56 Batch   39/134 - Train Accuracy:  0.852, Validation Accuracy:  0.843, Loss:  0.138
Epoch  56 Batch   40/134 - Train Accuracy:  0.850, Validation Accuracy:  0.843, Loss:  0.139
Epoch  56 Batch   41/134 - Train Accuracy:  0.844, Validation Accuracy:  0.844, Loss:  0.149
Epoch  56 Batch   42/134 - Train Accuracy:  0.840, Validation Accuracy:  0.846, Loss:  0.137
Epoch  56 Batch   43/134 - Train Accuracy:  0.831, Validation Accuracy:  0.845, Loss:  0.144
Epoch  56 Batch   44/134 - Train Accuracy:  0.847, Validation Accuracy:  0.842, Loss:  0.138
Epoch  56 Batch   45/134 - Train Accuracy:  0.853, Validation Accuracy:  0.849, Loss:  0.136
Epoch  56 Batch   46/134 - Train Accuracy:  0.854, Validation Accuracy:  0.847, Loss:  0.137
Epoch  56 Batch   47/134 - Train Accuracy:  0.839, Validation Accuracy:  0.842, Loss:  0.142
Epoch  56 Batch   48/134 - Train Accuracy:  0.850, Validation Accuracy:  0.849, Loss:  0.140
Epoch  56 Batch   49/134 - Train Accuracy:  0.852, Validation Accuracy:  0.845, Loss:  0.137
Epoch  56 Batch   50/134 - Train Accuracy:  0.847, Validation Accuracy:  0.844, Loss:  0.141
Epoch  56 Batch   51/134 - Train Accuracy:  0.853, Validation Accuracy:  0.848, Loss:  0.137
Epoch  56 Batch   52/134 - Train Accuracy:  0.842, Validation Accuracy:  0.847, Loss:  0.139
Epoch  56 Batch   53/134 - Train Accuracy:  0.846, Validation Accuracy:  0.845, Loss:  0.136
Epoch  56 Batch   54/134 - Train Accuracy:  0.839, Validation Accuracy:  0.847, Loss:  0.140
Epoch  56 Batch   55/134 - Train Accuracy:  0.850, Validation Accuracy:  0.845, Loss:  0.146
Epoch  56 Batch   56/134 - Train Accuracy:  0.852, Validation Accuracy:  0.848, Loss:  0.137
Epoch  56 Batch   57/134 - Train Accuracy:  0.850, Validation Accuracy:  0.846, Loss:  0.140
Epoch  56 Batch   58/134 - Train Accuracy:  0.849, Validation Accuracy:  0.846, Loss:  0.138
Epoch  56 Batch   59/134 - Train Accuracy:  0.833, Validation Accuracy:  0.847, Loss:  0.141
Epoch  56 Batch   60/134 - Train Accuracy:  0.842, Validation Accuracy:  0.845, Loss:  0.134
Epoch  56 Batch   61/134 - Train Accuracy:  0.846, Validation Accuracy:  0.843, Loss:  0.133
Epoch  56 Batch   62/134 - Train Accuracy:  0.836, Validation Accuracy:  0.845, Loss:  0.140
Epoch  56 Batch   63/134 - Train Accuracy:  0.850, Validation Accuracy:  0.845, Loss:  0.135
Epoch  56 Batch   64/134 - Train Accuracy:  0.841, Validation Accuracy:  0.841, Loss:  0.138
Epoch  56 Batch   65/134 - Train Accuracy:  0.827, Validation Accuracy:  0.845, Loss:  0.141
Epoch  56 Batch   66/134 - Train Accuracy:  0.851, Validation Accuracy:  0.847, Loss:  0.133
Epoch  56 Batch   67/134 - Train Accuracy:  0.823, Validation Accuracy:  0.841, Loss:  0.149
Epoch  56 Batch   68/134 - Train Accuracy:  0.849, Validation Accuracy:  0.848, Loss:  0.147
Epoch  56 Batch   69/134 - Train Accuracy:  0.842, Validation Accuracy:  0.846, Loss:  0.143
Epoch  56 Batch   70/134 - Train Accuracy:  0.851, Validation Accuracy:  0.846, Loss:  0.134
Epoch  56 Batch   71/134 - Train Accuracy:  0.853, Validation Accuracy:  0.845, Loss:  0.130
Epoch  56 Batch   72/134 - Train Accuracy:  0.847, Validation Accuracy:  0.848, Loss:  0.136
Epoch  56 Batch   73/134 - Train Accuracy:  0.844, Validation Accuracy:  0.846, Loss:  0.137
Epoch  56 Batch   74/134 - Train Accuracy:  0.843, Validation Accuracy:  0.845, Loss:  0.144
Epoch  56 Batch   75/134 - Train Accuracy:  0.849, Validation Accuracy:  0.849, Loss:  0.138
Epoch  56 Batch   76/134 - Train Accuracy:  0.858, Validation Accuracy:  0.850, Loss:  0.132
Epoch  56 Batch   77/134 - Train Accuracy:  0.854, Validation Accuracy:  0.847, Loss:  0.131
Epoch  56 Batch   78/134 - Train Accuracy:  0.836, Validation Accuracy:  0.849, Loss:  0.142
Epoch  56 Batch   79/134 - Train Accuracy:  0.853, Validation Accuracy:  0.850, Loss:  0.134
Epoch  56 Batch   80/134 - Train Accuracy:  0.854, Validation Accuracy:  0.844, Loss:  0.137
Epoch  56 Batch   81/134 - Train Accuracy:  0.859, Validation Accuracy:  0.846, Loss:  0.138
Epoch  56 Batch   82/134 - Train Accuracy:  0.860, Validation Accuracy:  0.850, Loss:  0.132
Epoch  56 Batch   83/134 - Train Accuracy:  0.851, Validation Accuracy:  0.844, Loss:  0.138
Epoch  56 Batch   84/134 - Train Accuracy:  0.841, Validation Accuracy:  0.846, Loss:  0.135
Epoch  56 Batch   85/134 - Train Accuracy:  0.846, Validation Accuracy:  0.847, Loss:  0.143
Epoch  56 Batch   86/134 - Train Accuracy:  0.853, Validation Accuracy:  0.847, Loss:  0.136
Epoch  56 Batch   87/134 - Train Accuracy:  0.851, Validation Accuracy:  0.847, Loss:  0.149
Epoch  56 Batch   88/134 - Train Accuracy:  0.850, Validation Accuracy:  0.850, Loss:  0.130
Epoch  56 Batch   89/134 - Train Accuracy:  0.854, Validation Accuracy:  0.849, Loss:  0.133
Epoch  56 Batch   90/134 - Train Accuracy:  0.845, Validation Accuracy:  0.847, Loss:  0.138
Epoch  56 Batch   91/134 - Train Accuracy:  0.873, Validation Accuracy:  0.848, Loss:  0.117
Epoch  56 Batch   92/134 - Train Accuracy:  0.858, Validation Accuracy:  0.848, Loss:  0.133
Epoch  56 Batch   93/134 - Train Accuracy:  0.850, Validation Accuracy:  0.846, Loss:  0.136
Epoch  56 Batch   94/134 - Train Accuracy:  0.856, Validation Accuracy:  0.851, Loss:  0.135
Epoch  56 Batch   95/134 - Train Accuracy:  0.852, Validation Accuracy:  0.850, Loss:  0.134
Epoch  56 Batch   96/134 - Train Accuracy:  0.859, Validation Accuracy:  0.848, Loss:  0.132
Epoch  56 Batch   97/134 - Train Accuracy:  0.844, Validation Accuracy:  0.846, Loss:  0.136
Epoch  56 Batch   98/134 - Train Accuracy:  0.838, Validation Accuracy:  0.850, Loss:  0.143
Epoch  56 Batch   99/134 - Train Accuracy:  0.854, Validation Accuracy:  0.847, Loss:  0.140
Epoch  56 Batch  100/134 - Train Accuracy:  0.839, Validation Accuracy:  0.845, Loss:  0.139
Epoch  56 Batch  101/134 - Train Accuracy:  0.844, Validation Accuracy:  0.847, Loss:  0.145
Epoch  56 Batch  102/134 - Train Accuracy:  0.843, Validation Accuracy:  0.848, Loss:  0.139
Epoch  56 Batch  103/134 - Train Accuracy:  0.852, Validation Accuracy:  0.841, Loss:  0.131
Epoch  56 Batch  104/134 - Train Accuracy:  0.866, Validation Accuracy:  0.849, Loss:  0.133
Epoch  56 Batch  105/134 - Train Accuracy:  0.854, Validation Accuracy:  0.852, Loss:  0.140
Epoch  56 Batch  106/134 - Train Accuracy:  0.850, Validation Accuracy:  0.846, Loss:  0.136
Epoch  56 Batch  107/134 - Train Accuracy:  0.856, Validation Accuracy:  0.850, Loss:  0.136
Epoch  56 Batch  108/134 - Train Accuracy:  0.845, Validation Accuracy:  0.848, Loss:  0.141
Epoch  56 Batch  109/134 - Train Accuracy:  0.846, Validation Accuracy:  0.847, Loss:  0.132
Epoch  56 Batch  110/134 - Train Accuracy:  0.861, Validation Accuracy:  0.845, Loss:  0.136
Epoch  56 Batch  111/134 - Train Accuracy:  0.849, Validation Accuracy:  0.849, Loss:  0.138
Epoch  56 Batch  112/134 - Train Accuracy:  0.853, Validation Accuracy:  0.842, Loss:  0.132
Epoch  56 Batch  113/134 - Train Accuracy:  0.859, Validation Accuracy:  0.844, Loss:  0.126
Epoch  56 Batch  114/134 - Train Accuracy:  0.850, Validation Accuracy:  0.849, Loss:  0.139
Epoch  56 Batch  115/134 - Train Accuracy:  0.833, Validation Accuracy:  0.841, Loss:  0.146
Epoch  56 Batch  116/134 - Train Accuracy:  0.848, Validation Accuracy:  0.847, Loss:  0.141
Epoch  56 Batch  117/134 - Train Accuracy:  0.847, Validation Accuracy:  0.848, Loss:  0.133
Epoch  56 Batch  118/134 - Train Accuracy:  0.850, Validation Accuracy:  0.843, Loss:  0.137
Epoch  56 Batch  119/134 - Train Accuracy:  0.862, Validation Accuracy:  0.846, Loss:  0.122
Epoch  56 Batch  120/134 - Train Accuracy:  0.847, Validation Accuracy:  0.854, Loss:  0.141
Epoch  56 Batch  121/134 - Train Accuracy:  0.850, Validation Accuracy:  0.849, Loss:  0.136
Epoch  56 Batch  122/134 - Train Accuracy:  0.844, Validation Accuracy:  0.846, Loss:  0.137
Epoch  56 Batch  123/134 - Train Accuracy:  0.855, Validation Accuracy:  0.855, Loss:  0.134
Epoch  56 Batch  124/134 - Train Accuracy:  0.871, Validation Accuracy:  0.851, Loss:  0.121
Epoch  56 Batch  125/134 - Train Accuracy:  0.855, Validation Accuracy:  0.846, Loss:  0.134
Epoch  56 Batch  126/134 - Train Accuracy:  0.837, Validation Accuracy:  0.849, Loss:  0.144
Epoch  56 Batch  127/134 - Train Accuracy:  0.854, Validation Accuracy:  0.853, Loss:  0.130
Epoch  56 Batch  128/134 - Train Accuracy:  0.838, Validation Accuracy:  0.839, Loss:  0.143
Epoch  56 Batch  129/134 - Train Accuracy:  0.850, Validation Accuracy:  0.851, Loss:  0.138
Epoch  56 Batch  130/134 - Train Accuracy:  0.847, Validation Accuracy:  0.853, Loss:  0.133
Epoch  56 Batch  131/134 - Train Accuracy:  0.838, Validation Accuracy:  0.844, Loss:  0.146
Epoch  56 Batch  132/134 - Train Accuracy:  0.854, Validation Accuracy:  0.847, Loss:  0.136
Epoch  57 Batch    0/134 - Train Accuracy:  0.856, Validation Accuracy:  0.853, Loss:  0.136
Epoch  57 Batch    1/134 - Train Accuracy:  0.847, Validation Accuracy:  0.850, Loss:  0.144
Epoch  57 Batch    2/134 - Train Accuracy:  0.851, Validation Accuracy:  0.849, Loss:  0.131
Epoch  57 Batch    3/134 - Train Accuracy:  0.856, Validation Accuracy:  0.851, Loss:  0.133
Epoch  57 Batch    4/134 - Train Accuracy:  0.846, Validation Accuracy:  0.850, Loss:  0.139
Epoch  57 Batch    5/134 - Train Accuracy:  0.845, Validation Accuracy:  0.849, Loss:  0.140
Epoch  57 Batch    6/134 - Train Accuracy:  0.850, Validation Accuracy:  0.850, Loss:  0.127
Epoch  57 Batch    7/134 - Train Accuracy:  0.840, Validation Accuracy:  0.849, Loss:  0.132
Epoch  57 Batch    8/134 - Train Accuracy:  0.853, Validation Accuracy:  0.844, Loss:  0.133
Epoch  57 Batch    9/134 - Train Accuracy:  0.867, Validation Accuracy:  0.849, Loss:  0.125
Epoch  57 Batch   10/134 - Train Accuracy:  0.857, Validation Accuracy:  0.848, Loss:  0.135
Epoch  57 Batch   11/134 - Train Accuracy:  0.849, Validation Accuracy:  0.849, Loss:  0.131
Epoch  57 Batch   12/134 - Train Accuracy:  0.867, Validation Accuracy:  0.851, Loss:  0.130
Epoch  57 Batch   13/134 - Train Accuracy:  0.839, Validation Accuracy:  0.855, Loss:  0.141
Epoch  57 Batch   14/134 - Train Accuracy:  0.855, Validation Accuracy:  0.853, Loss:  0.136
Epoch  57 Batch   15/134 - Train Accuracy:  0.848, Validation Accuracy:  0.848, Loss:  0.128
Epoch  57 Batch   16/134 - Train Accuracy:  0.858, Validation Accuracy:  0.854, Loss:  0.128
Epoch  57 Batch   17/134 - Train Accuracy:  0.849, Validation Accuracy:  0.852, Loss:  0.143
Epoch  57 Batch   18/134 - Train Accuracy:  0.847, Validation Accuracy:  0.844, Loss:  0.134
Epoch  57 Batch   19/134 - Train Accuracy:  0.847, Validation Accuracy:  0.854, Loss:  0.140
Epoch  57 Batch   20/134 - Train Accuracy:  0.856, Validation Accuracy:  0.850, Loss:  0.131
Epoch  57 Batch   21/134 - Train Accuracy:  0.848, Validation Accuracy:  0.846, Loss:  0.134
Epoch  57 Batch   22/134 - Train Accuracy:  0.843, Validation Accuracy:  0.851, Loss:  0.136
Epoch  57 Batch   23/134 - Train Accuracy:  0.859, Validation Accuracy:  0.851, Loss:  0.124
Epoch  57 Batch   24/134 - Train Accuracy:  0.844, Validation Accuracy:  0.845, Loss:  0.137
Epoch  57 Batch   25/134 - Train Accuracy:  0.845, Validation Accuracy:  0.849, Loss:  0.130
Epoch  57 Batch   26/134 - Train Accuracy:  0.860, Validation Accuracy:  0.853, Loss:  0.140
Epoch  57 Batch   27/134 - Train Accuracy:  0.848, Validation Accuracy:  0.845, Loss:  0.137
Epoch  57 Batch   28/134 - Train Accuracy:  0.853, Validation Accuracy:  0.849, Loss:  0.139
Epoch  57 Batch   29/134 - Train Accuracy:  0.860, Validation Accuracy:  0.855, Loss:  0.123
Epoch  57 Batch   30/134 - Train Accuracy:  0.870, Validation Accuracy:  0.852, Loss:  0.127
Epoch  57 Batch   31/134 - Train Accuracy:  0.858, Validation Accuracy:  0.853, Loss:  0.135
Epoch  57 Batch   32/134 - Train Accuracy:  0.855, Validation Accuracy:  0.855, Loss:  0.130
Epoch  57 Batch   33/134 - Train Accuracy:  0.836, Validation Accuracy:  0.848, Loss:  0.146
Epoch  57 Batch   34/134 - Train Accuracy:  0.855, Validation Accuracy:  0.852, Loss:  0.143
Epoch  57 Batch   35/134 - Train Accuracy:  0.857, Validation Accuracy:  0.851, Loss:  0.138
Epoch  57 Batch   36/134 - Train Accuracy:  0.856, Validation Accuracy:  0.848, Loss:  0.132
Epoch  57 Batch   37/134 - Train Accuracy:  0.841, Validation Accuracy:  0.845, Loss:  0.137
Epoch  57 Batch   38/134 - Train Accuracy:  0.864, Validation Accuracy:  0.847, Loss:  0.129
Epoch  57 Batch   39/134 - Train Accuracy:  0.856, Validation Accuracy:  0.848, Loss:  0.134
Epoch  57 Batch   40/134 - Train Accuracy:  0.853, Validation Accuracy:  0.847, Loss:  0.133
Epoch  57 Batch   41/134 - Train Accuracy:  0.846, Validation Accuracy:  0.848, Loss:  0.145
Epoch  57 Batch   42/134 - Train Accuracy:  0.845, Validation Accuracy:  0.851, Loss:  0.133
Epoch  57 Batch   43/134 - Train Accuracy:  0.840, Validation Accuracy:  0.853, Loss:  0.139
Epoch  57 Batch   44/134 - Train Accuracy:  0.851, Validation Accuracy:  0.847, Loss:  0.133
Epoch  57 Batch   45/134 - Train Accuracy:  0.856, Validation Accuracy:  0.857, Loss:  0.131
Epoch  57 Batch   46/134 - Train Accuracy:  0.859, Validation Accuracy:  0.855, Loss:  0.132
Epoch  57 Batch   47/134 - Train Accuracy:  0.845, Validation Accuracy:  0.844, Loss:  0.137
Epoch  57 Batch   48/134 - Train Accuracy:  0.855, Validation Accuracy:  0.857, Loss:  0.135
Epoch  57 Batch   49/134 - Train Accuracy:  0.859, Validation Accuracy:  0.849, Loss:  0.133
Epoch  57 Batch   50/134 - Train Accuracy:  0.848, Validation Accuracy:  0.848, Loss:  0.135
Epoch  57 Batch   51/134 - Train Accuracy:  0.857, Validation Accuracy:  0.856, Loss:  0.132
Epoch  57 Batch   52/134 - Train Accuracy:  0.848, Validation Accuracy:  0.850, Loss:  0.135
Epoch  57 Batch   53/134 - Train Accuracy:  0.854, Validation Accuracy:  0.853, Loss:  0.131
Epoch  57 Batch   54/134 - Train Accuracy:  0.844, Validation Accuracy:  0.855, Loss:  0.135
Epoch  57 Batch   55/134 - Train Accuracy:  0.850, Validation Accuracy:  0.844, Loss:  0.141
Epoch  57 Batch   56/134 - Train Accuracy:  0.860, Validation Accuracy:  0.856, Loss:  0.134
Epoch  57 Batch   57/134 - Train Accuracy:  0.855, Validation Accuracy:  0.856, Loss:  0.135
Epoch  57 Batch   58/134 - Train Accuracy:  0.853, Validation Accuracy:  0.848, Loss:  0.133
Epoch  57 Batch   59/134 - Train Accuracy:  0.838, Validation Accuracy:  0.853, Loss:  0.136
Epoch  57 Batch   60/134 - Train Accuracy:  0.851, Validation Accuracy:  0.849, Loss:  0.131
Epoch  57 Batch   61/134 - Train Accuracy:  0.851, Validation Accuracy:  0.849, Loss:  0.128
Epoch  57 Batch   62/134 - Train Accuracy:  0.841, Validation Accuracy:  0.855, Loss:  0.135
Epoch  57 Batch   63/134 - Train Accuracy:  0.855, Validation Accuracy:  0.848, Loss:  0.130
Epoch  57 Batch   64/134 - Train Accuracy:  0.845, Validation Accuracy:  0.848, Loss:  0.134
Epoch  57 Batch   65/134 - Train Accuracy:  0.836, Validation Accuracy:  0.856, Loss:  0.136
Epoch  57 Batch   66/134 - Train Accuracy:  0.850, Validation Accuracy:  0.852, Loss:  0.129
Epoch  57 Batch   67/134 - Train Accuracy:  0.828, Validation Accuracy:  0.846, Loss:  0.144
Epoch  57 Batch   68/134 - Train Accuracy:  0.852, Validation Accuracy:  0.854, Loss:  0.142
Epoch  57 Batch   69/134 - Train Accuracy:  0.845, Validation Accuracy:  0.851, Loss:  0.139
Epoch  57 Batch   70/134 - Train Accuracy:  0.855, Validation Accuracy:  0.851, Loss:  0.130
Epoch  57 Batch   71/134 - Train Accuracy:  0.860, Validation Accuracy:  0.855, Loss:  0.125
Epoch  57 Batch   72/134 - Train Accuracy:  0.845, Validation Accuracy:  0.854, Loss:  0.131
Epoch  57 Batch   73/134 - Train Accuracy:  0.850, Validation Accuracy:  0.852, Loss:  0.132
Epoch  57 Batch   74/134 - Train Accuracy:  0.847, Validation Accuracy:  0.854, Loss:  0.140
Epoch  57 Batch   75/134 - Train Accuracy:  0.857, Validation Accuracy:  0.855, Loss:  0.133
Epoch  57 Batch   76/134 - Train Accuracy:  0.859, Validation Accuracy:  0.855, Loss:  0.128
Epoch  57 Batch   77/134 - Train Accuracy:  0.860, Validation Accuracy:  0.857, Loss:  0.127
Epoch  57 Batch   78/134 - Train Accuracy:  0.843, Validation Accuracy:  0.858, Loss:  0.137
Epoch  57 Batch   79/134 - Train Accuracy:  0.856, Validation Accuracy:  0.856, Loss:  0.131
Epoch  57 Batch   80/134 - Train Accuracy:  0.862, Validation Accuracy:  0.851, Loss:  0.133
Epoch  57 Batch   81/134 - Train Accuracy:  0.867, Validation Accuracy:  0.859, Loss:  0.133
Epoch  57 Batch   82/134 - Train Accuracy:  0.860, Validation Accuracy:  0.856, Loss:  0.128
Epoch  57 Batch   83/134 - Train Accuracy:  0.852, Validation Accuracy:  0.849, Loss:  0.134
Epoch  57 Batch   84/134 - Train Accuracy:  0.849, Validation Accuracy:  0.858, Loss:  0.131
Epoch  57 Batch   85/134 - Train Accuracy:  0.850, Validation Accuracy:  0.858, Loss:  0.138
Epoch  57 Batch   86/134 - Train Accuracy:  0.855, Validation Accuracy:  0.849, Loss:  0.131
Epoch  57 Batch   87/134 - Train Accuracy:  0.853, Validation Accuracy:  0.856, Loss:  0.144
Epoch  57 Batch   88/134 - Train Accuracy:  0.855, Validation Accuracy:  0.855, Loss:  0.126
Epoch  57 Batch   89/134 - Train Accuracy:  0.858, Validation Accuracy:  0.847, Loss:  0.128
Epoch  57 Batch   90/134 - Train Accuracy:  0.845, Validation Accuracy:  0.857, Loss:  0.134
Epoch  57 Batch   91/134 - Train Accuracy:  0.878, Validation Accuracy:  0.855, Loss:  0.114
Epoch  57 Batch   92/134 - Train Accuracy:  0.860, Validation Accuracy:  0.851, Loss:  0.128
Epoch  57 Batch   93/134 - Train Accuracy:  0.860, Validation Accuracy:  0.855, Loss:  0.132
Epoch  57 Batch   94/134 - Train Accuracy:  0.862, Validation Accuracy:  0.858, Loss:  0.130
Epoch  57 Batch   95/134 - Train Accuracy:  0.856, Validation Accuracy:  0.857, Loss:  0.129
Epoch  57 Batch   96/134 - Train Accuracy:  0.864, Validation Accuracy:  0.856, Loss:  0.127
Epoch  57 Batch   97/134 - Train Accuracy:  0.847, Validation Accuracy:  0.854, Loss:  0.131
Epoch  57 Batch   98/134 - Train Accuracy:  0.844, Validation Accuracy:  0.854, Loss:  0.137
Epoch  57 Batch   99/134 - Train Accuracy:  0.858, Validation Accuracy:  0.851, Loss:  0.135
Epoch  57 Batch  100/134 - Train Accuracy:  0.845, Validation Accuracy:  0.850, Loss:  0.134
Epoch  57 Batch  101/134 - Train Accuracy:  0.850, Validation Accuracy:  0.853, Loss:  0.140
Epoch  57 Batch  102/134 - Train Accuracy:  0.849, Validation Accuracy:  0.852, Loss:  0.134
Epoch  57 Batch  103/134 - Train Accuracy:  0.859, Validation Accuracy:  0.849, Loss:  0.126
Epoch  57 Batch  104/134 - Train Accuracy:  0.870, Validation Accuracy:  0.857, Loss:  0.128
Epoch  57 Batch  105/134 - Train Accuracy:  0.858, Validation Accuracy:  0.857, Loss:  0.135
Epoch  57 Batch  106/134 - Train Accuracy:  0.856, Validation Accuracy:  0.852, Loss:  0.131
Epoch  57 Batch  107/134 - Train Accuracy:  0.861, Validation Accuracy:  0.858, Loss:  0.131
Epoch  57 Batch  108/134 - Train Accuracy:  0.847, Validation Accuracy:  0.853, Loss:  0.136
Epoch  57 Batch  109/134 - Train Accuracy:  0.853, Validation Accuracy:  0.853, Loss:  0.127
Epoch  57 Batch  110/134 - Train Accuracy:  0.865, Validation Accuracy:  0.853, Loss:  0.130
Epoch  57 Batch  111/134 - Train Accuracy:  0.853, Validation Accuracy:  0.853, Loss:  0.133
Epoch  57 Batch  112/134 - Train Accuracy:  0.860, Validation Accuracy:  0.847, Loss:  0.126
Epoch  57 Batch  113/134 - Train Accuracy:  0.864, Validation Accuracy:  0.850, Loss:  0.121
Epoch  57 Batch  114/134 - Train Accuracy:  0.858, Validation Accuracy:  0.858, Loss:  0.133
Epoch  57 Batch  115/134 - Train Accuracy:  0.840, Validation Accuracy:  0.849, Loss:  0.140
Epoch  57 Batch  116/134 - Train Accuracy:  0.855, Validation Accuracy:  0.853, Loss:  0.135
Epoch  57 Batch  117/134 - Train Accuracy:  0.854, Validation Accuracy:  0.853, Loss:  0.126
Epoch  57 Batch  118/134 - Train Accuracy:  0.855, Validation Accuracy:  0.846, Loss:  0.131
Epoch  57 Batch  119/134 - Train Accuracy:  0.870, Validation Accuracy:  0.853, Loss:  0.117
Epoch  57 Batch  120/134 - Train Accuracy:  0.851, Validation Accuracy:  0.857, Loss:  0.135
Epoch  57 Batch  121/134 - Train Accuracy:  0.852, Validation Accuracy:  0.855, Loss:  0.131
Epoch  57 Batch  122/134 - Train Accuracy:  0.851, Validation Accuracy:  0.853, Loss:  0.132
Epoch  57 Batch  123/134 - Train Accuracy:  0.857, Validation Accuracy:  0.856, Loss:  0.128
Epoch  57 Batch  124/134 - Train Accuracy:  0.874, Validation Accuracy:  0.859, Loss:  0.117
Epoch  57 Batch  125/134 - Train Accuracy:  0.861, Validation Accuracy:  0.855, Loss:  0.127
Epoch  57 Batch  126/134 - Train Accuracy:  0.840, Validation Accuracy:  0.857, Loss:  0.137
Epoch  57 Batch  127/134 - Train Accuracy:  0.859, Validation Accuracy:  0.855, Loss:  0.126
Epoch  57 Batch  128/134 - Train Accuracy:  0.842, Validation Accuracy:  0.849, Loss:  0.137
Epoch  57 Batch  129/134 - Train Accuracy:  0.858, Validation Accuracy:  0.858, Loss:  0.133
Epoch  57 Batch  130/134 - Train Accuracy:  0.853, Validation Accuracy:  0.856, Loss:  0.128
Epoch  57 Batch  131/134 - Train Accuracy:  0.844, Validation Accuracy:  0.852, Loss:  0.140
Epoch  57 Batch  132/134 - Train Accuracy:  0.859, Validation Accuracy:  0.857, Loss:  0.131
Epoch  58 Batch    0/134 - Train Accuracy:  0.861, Validation Accuracy:  0.859, Loss:  0.132
Epoch  58 Batch    1/134 - Train Accuracy:  0.852, Validation Accuracy:  0.855, Loss:  0.138
Epoch  58 Batch    2/134 - Train Accuracy:  0.857, Validation Accuracy:  0.857, Loss:  0.127
Epoch  58 Batch    3/134 - Train Accuracy:  0.865, Validation Accuracy:  0.856, Loss:  0.128
Epoch  58 Batch    4/134 - Train Accuracy:  0.845, Validation Accuracy:  0.852, Loss:  0.134
Epoch  58 Batch    5/134 - Train Accuracy:  0.851, Validation Accuracy:  0.855, Loss:  0.136
Epoch  58 Batch    6/134 - Train Accuracy:  0.855, Validation Accuracy:  0.856, Loss:  0.122
Epoch  58 Batch    7/134 - Train Accuracy:  0.842, Validation Accuracy:  0.849, Loss:  0.128
Epoch  58 Batch    8/134 - Train Accuracy:  0.858, Validation Accuracy:  0.858, Loss:  0.129
Epoch  58 Batch    9/134 - Train Accuracy:  0.870, Validation Accuracy:  0.858, Loss:  0.119
Epoch  58 Batch   10/134 - Train Accuracy:  0.861, Validation Accuracy:  0.853, Loss:  0.130
Epoch  58 Batch   11/134 - Train Accuracy:  0.857, Validation Accuracy:  0.856, Loss:  0.126
Epoch  58 Batch   12/134 - Train Accuracy:  0.871, Validation Accuracy:  0.858, Loss:  0.125
Epoch  58 Batch   13/134 - Train Accuracy:  0.843, Validation Accuracy:  0.858, Loss:  0.137
Epoch  58 Batch   14/134 - Train Accuracy:  0.864, Validation Accuracy:  0.857, Loss:  0.130
Epoch  58 Batch   15/134 - Train Accuracy:  0.853, Validation Accuracy:  0.856, Loss:  0.123
Epoch  58 Batch   16/134 - Train Accuracy:  0.863, Validation Accuracy:  0.858, Loss:  0.124
Epoch  58 Batch   17/134 - Train Accuracy:  0.851, Validation Accuracy:  0.856, Loss:  0.138
Epoch  58 Batch   18/134 - Train Accuracy:  0.853, Validation Accuracy:  0.856, Loss:  0.129
Epoch  58 Batch   19/134 - Train Accuracy:  0.851, Validation Accuracy:  0.857, Loss:  0.135
Epoch  58 Batch   20/134 - Train Accuracy:  0.862, Validation Accuracy:  0.854, Loss:  0.127
Epoch  58 Batch   21/134 - Train Accuracy:  0.852, Validation Accuracy:  0.855, Loss:  0.129
Epoch  58 Batch   22/134 - Train Accuracy:  0.846, Validation Accuracy:  0.855, Loss:  0.131
Epoch  58 Batch   23/134 - Train Accuracy:  0.865, Validation Accuracy:  0.858, Loss:  0.120
Epoch  58 Batch   24/134 - Train Accuracy:  0.849, Validation Accuracy:  0.857, Loss:  0.132
Epoch  58 Batch   25/134 - Train Accuracy:  0.852, Validation Accuracy:  0.854, Loss:  0.124
Epoch  58 Batch   26/134 - Train Accuracy:  0.864, Validation Accuracy:  0.855, Loss:  0.135
Epoch  58 Batch   27/134 - Train Accuracy:  0.855, Validation Accuracy:  0.852, Loss:  0.130
Epoch  58 Batch   28/134 - Train Accuracy:  0.860, Validation Accuracy:  0.855, Loss:  0.133
Epoch  58 Batch   29/134 - Train Accuracy:  0.867, Validation Accuracy:  0.859, Loss:  0.118
Epoch  58 Batch   30/134 - Train Accuracy:  0.875, Validation Accuracy:  0.859, Loss:  0.122
Epoch  58 Batch   31/134 - Train Accuracy:  0.867, Validation Accuracy:  0.860, Loss:  0.129
Epoch  58 Batch   32/134 - Train Accuracy:  0.862, Validation Accuracy:  0.858, Loss:  0.125
Epoch  58 Batch   33/134 - Train Accuracy:  0.841, Validation Accuracy:  0.856, Loss:  0.140
Epoch  58 Batch   34/134 - Train Accuracy:  0.859, Validation Accuracy:  0.860, Loss:  0.137
Epoch  58 Batch   35/134 - Train Accuracy:  0.859, Validation Accuracy:  0.851, Loss:  0.133
Epoch  58 Batch   36/134 - Train Accuracy:  0.860, Validation Accuracy:  0.856, Loss:  0.128
Epoch  58 Batch   37/134 - Train Accuracy:  0.848, Validation Accuracy:  0.854, Loss:  0.132
Epoch  58 Batch   38/134 - Train Accuracy:  0.869, Validation Accuracy:  0.847, Loss:  0.124
Epoch  58 Batch   39/134 - Train Accuracy:  0.862, Validation Accuracy:  0.853, Loss:  0.130
Epoch  58 Batch   40/134 - Train Accuracy:  0.858, Validation Accuracy:  0.853, Loss:  0.130
Epoch  58 Batch   41/134 - Train Accuracy:  0.851, Validation Accuracy:  0.854, Loss:  0.140
Epoch  58 Batch   42/134 - Train Accuracy:  0.850, Validation Accuracy:  0.855, Loss:  0.128
Epoch  58 Batch   43/134 - Train Accuracy:  0.841, Validation Accuracy:  0.850, Loss:  0.137
Epoch  58 Batch   44/134 - Train Accuracy:  0.860, Validation Accuracy:  0.860, Loss:  0.130
Epoch  58 Batch   45/134 - Train Accuracy:  0.859, Validation Accuracy:  0.861, Loss:  0.125
Epoch  58 Batch   46/134 - Train Accuracy:  0.860, Validation Accuracy:  0.854, Loss:  0.128
Epoch  58 Batch   47/134 - Train Accuracy:  0.853, Validation Accuracy:  0.860, Loss:  0.133
Epoch  58 Batch   48/134 - Train Accuracy:  0.859, Validation Accuracy:  0.854, Loss:  0.131
Epoch  58 Batch   49/134 - Train Accuracy:  0.863, Validation Accuracy:  0.854, Loss:  0.127
Epoch  58 Batch   50/134 - Train Accuracy:  0.857, Validation Accuracy:  0.862, Loss:  0.131
Epoch  58 Batch   51/134 - Train Accuracy:  0.860, Validation Accuracy:  0.855, Loss:  0.126
Epoch  58 Batch   52/134 - Train Accuracy:  0.852, Validation Accuracy:  0.859, Loss:  0.129
Epoch  58 Batch   53/134 - Train Accuracy:  0.860, Validation Accuracy:  0.859, Loss:  0.126
Epoch  58 Batch   54/134 - Train Accuracy:  0.842, Validation Accuracy:  0.858, Loss:  0.130
Epoch  58 Batch   55/134 - Train Accuracy:  0.859, Validation Accuracy:  0.854, Loss:  0.135
Epoch  58 Batch   56/134 - Train Accuracy:  0.867, Validation Accuracy:  0.859, Loss:  0.128
Epoch  58 Batch   57/134 - Train Accuracy:  0.860, Validation Accuracy:  0.856, Loss:  0.130
Epoch  58 Batch   58/134 - Train Accuracy:  0.859, Validation Accuracy:  0.857, Loss:  0.129
Epoch  58 Batch   59/134 - Train Accuracy:  0.846, Validation Accuracy:  0.860, Loss:  0.131
Epoch  58 Batch   60/134 - Train Accuracy:  0.854, Validation Accuracy:  0.854, Loss:  0.125
Epoch  58 Batch   61/134 - Train Accuracy:  0.856, Validation Accuracy:  0.858, Loss:  0.123
Epoch  58 Batch   62/134 - Train Accuracy:  0.851, Validation Accuracy:  0.858, Loss:  0.131
Epoch  58 Batch   63/134 - Train Accuracy:  0.861, Validation Accuracy:  0.858, Loss:  0.126
Epoch  58 Batch   64/134 - Train Accuracy:  0.848, Validation Accuracy:  0.854, Loss:  0.129
Epoch  58 Batch   65/134 - Train Accuracy:  0.841, Validation Accuracy:  0.858, Loss:  0.132
Epoch  58 Batch   66/134 - Train Accuracy:  0.863, Validation Accuracy:  0.857, Loss:  0.125
Epoch  58 Batch   67/134 - Train Accuracy:  0.832, Validation Accuracy:  0.849, Loss:  0.140
Epoch  58 Batch   68/134 - Train Accuracy:  0.855, Validation Accuracy:  0.858, Loss:  0.137
Epoch  58 Batch   69/134 - Train Accuracy:  0.850, Validation Accuracy:  0.855, Loss:  0.135
Epoch  58 Batch   70/134 - Train Accuracy:  0.860, Validation Accuracy:  0.856, Loss:  0.125
Epoch  58 Batch   71/134 - Train Accuracy:  0.865, Validation Accuracy:  0.858, Loss:  0.120
Epoch  58 Batch   72/134 - Train Accuracy:  0.852, Validation Accuracy:  0.856, Loss:  0.127
Epoch  58 Batch   73/134 - Train Accuracy:  0.854, Validation Accuracy:  0.854, Loss:  0.127
Epoch  58 Batch   74/134 - Train Accuracy:  0.854, Validation Accuracy:  0.857, Loss:  0.135
Epoch  58 Batch   75/134 - Train Accuracy:  0.863, Validation Accuracy:  0.860, Loss:  0.128
Epoch  58 Batch   76/134 - Train Accuracy:  0.863, Validation Accuracy:  0.857, Loss:  0.123
Epoch  58 Batch   77/134 - Train Accuracy:  0.868, Validation Accuracy:  0.865, Loss:  0.123
Epoch  58 Batch   78/134 - Train Accuracy:  0.851, Validation Accuracy:  0.864, Loss:  0.132
Epoch  58 Batch   79/134 - Train Accuracy:  0.859, Validation Accuracy:  0.861, Loss:  0.126
Epoch  58 Batch   80/134 - Train Accuracy:  0.867, Validation Accuracy:  0.859, Loss:  0.129
Epoch  58 Batch   81/134 - Train Accuracy:  0.872, Validation Accuracy:  0.864, Loss:  0.128
Epoch  58 Batch   82/134 - Train Accuracy:  0.865, Validation Accuracy:  0.858, Loss:  0.123
Epoch  58 Batch   83/134 - Train Accuracy:  0.859, Validation Accuracy:  0.858, Loss:  0.129
Epoch  58 Batch   84/134 - Train Accuracy:  0.857, Validation Accuracy:  0.862, Loss:  0.126
Epoch  58 Batch   85/134 - Train Accuracy:  0.855, Validation Accuracy:  0.858, Loss:  0.134
Epoch  58 Batch   86/134 - Train Accuracy:  0.861, Validation Accuracy:  0.856, Loss:  0.126
Epoch  58 Batch   87/134 - Train Accuracy:  0.854, Validation Accuracy:  0.858, Loss:  0.139
Epoch  58 Batch   88/134 - Train Accuracy:  0.861, Validation Accuracy:  0.858, Loss:  0.122
Epoch  58 Batch   89/134 - Train Accuracy:  0.867, Validation Accuracy:  0.858, Loss:  0.123
Epoch  58 Batch   90/134 - Train Accuracy:  0.850, Validation Accuracy:  0.861, Loss:  0.128
Epoch  58 Batch   91/134 - Train Accuracy:  0.885, Validation Accuracy:  0.858, Loss:  0.110
Epoch  58 Batch   92/134 - Train Accuracy:  0.865, Validation Accuracy:  0.859, Loss:  0.123
Epoch  58 Batch   93/134 - Train Accuracy:  0.865, Validation Accuracy:  0.860, Loss:  0.127
Epoch  58 Batch   94/134 - Train Accuracy:  0.863, Validation Accuracy:  0.860, Loss:  0.125
Epoch  58 Batch   95/134 - Train Accuracy:  0.861, Validation Accuracy:  0.859, Loss:  0.124
Epoch  58 Batch   96/134 - Train Accuracy:  0.870, Validation Accuracy:  0.858, Loss:  0.123
Epoch  58 Batch   97/134 - Train Accuracy:  0.854, Validation Accuracy:  0.857, Loss:  0.126
Epoch  58 Batch   98/134 - Train Accuracy:  0.849, Validation Accuracy:  0.857, Loss:  0.132
Epoch  58 Batch   99/134 - Train Accuracy:  0.863, Validation Accuracy:  0.854, Loss:  0.130
Epoch  58 Batch  100/134 - Train Accuracy:  0.849, Validation Accuracy:  0.858, Loss:  0.129
Epoch  58 Batch  101/134 - Train Accuracy:  0.859, Validation Accuracy:  0.859, Loss:  0.134
Epoch  58 Batch  102/134 - Train Accuracy:  0.858, Validation Accuracy:  0.856, Loss:  0.129
Epoch  58 Batch  103/134 - Train Accuracy:  0.865, Validation Accuracy:  0.857, Loss:  0.121
Epoch  58 Batch  104/134 - Train Accuracy:  0.877, Validation Accuracy:  0.860, Loss:  0.123
Epoch  58 Batch  105/134 - Train Accuracy:  0.861, Validation Accuracy:  0.858, Loss:  0.130
Epoch  58 Batch  106/134 - Train Accuracy:  0.859, Validation Accuracy:  0.862, Loss:  0.127
Epoch  58 Batch  107/134 - Train Accuracy:  0.864, Validation Accuracy:  0.860, Loss:  0.127
Epoch  58 Batch  108/134 - Train Accuracy:  0.850, Validation Accuracy:  0.856, Loss:  0.131
Epoch  58 Batch  109/134 - Train Accuracy:  0.861, Validation Accuracy:  0.860, Loss:  0.122
Epoch  58 Batch  110/134 - Train Accuracy:  0.865, Validation Accuracy:  0.853, Loss:  0.126
Epoch  58 Batch  111/134 - Train Accuracy:  0.859, Validation Accuracy:  0.859, Loss:  0.129
Epoch  58 Batch  112/134 - Train Accuracy:  0.864, Validation Accuracy:  0.853, Loss:  0.121
Epoch  58 Batch  113/134 - Train Accuracy:  0.870, Validation Accuracy:  0.855, Loss:  0.117
Epoch  58 Batch  114/134 - Train Accuracy:  0.858, Validation Accuracy:  0.863, Loss:  0.129
Epoch  58 Batch  115/134 - Train Accuracy:  0.838, Validation Accuracy:  0.846, Loss:  0.135
Epoch  58 Batch  116/134 - Train Accuracy:  0.860, Validation Accuracy:  0.859, Loss:  0.132
Epoch  58 Batch  117/134 - Train Accuracy:  0.862, Validation Accuracy:  0.860, Loss:  0.123
Epoch  58 Batch  118/134 - Train Accuracy:  0.851, Validation Accuracy:  0.844, Loss:  0.125
Epoch  58 Batch  119/134 - Train Accuracy:  0.875, Validation Accuracy:  0.862, Loss:  0.115
Epoch  58 Batch  120/134 - Train Accuracy:  0.861, Validation Accuracy:  0.857, Loss:  0.133
Epoch  58 Batch  121/134 - Train Accuracy:  0.858, Validation Accuracy:  0.857, Loss:  0.130
Epoch  58 Batch  122/134 - Train Accuracy:  0.854, Validation Accuracy:  0.861, Loss:  0.132
Epoch  58 Batch  123/134 - Train Accuracy:  0.864, Validation Accuracy:  0.861, Loss:  0.122
Epoch  58 Batch  124/134 - Train Accuracy:  0.876, Validation Accuracy:  0.862, Loss:  0.114
Epoch  58 Batch  125/134 - Train Accuracy:  0.864, Validation Accuracy:  0.859, Loss:  0.123
Epoch  58 Batch  126/134 - Train Accuracy:  0.845, Validation Accuracy:  0.863, Loss:  0.130
Epoch  58 Batch  127/134 - Train Accuracy:  0.868, Validation Accuracy:  0.860, Loss:  0.121
Epoch  58 Batch  128/134 - Train Accuracy:  0.845, Validation Accuracy:  0.856, Loss:  0.132
Epoch  58 Batch  129/134 - Train Accuracy:  0.861, Validation Accuracy:  0.860, Loss:  0.127
Epoch  58 Batch  130/134 - Train Accuracy:  0.859, Validation Accuracy:  0.859, Loss:  0.124
Epoch  58 Batch  131/134 - Train Accuracy:  0.852, Validation Accuracy:  0.858, Loss:  0.135
Epoch  58 Batch  132/134 - Train Accuracy:  0.858, Validation Accuracy:  0.861, Loss:  0.126
Epoch  59 Batch    0/134 - Train Accuracy:  0.863, Validation Accuracy:  0.860, Loss:  0.127
Epoch  59 Batch    1/134 - Train Accuracy:  0.860, Validation Accuracy:  0.863, Loss:  0.134
Epoch  59 Batch    2/134 - Train Accuracy:  0.859, Validation Accuracy:  0.862, Loss:  0.122
Epoch  59 Batch    3/134 - Train Accuracy:  0.870, Validation Accuracy:  0.860, Loss:  0.123
Epoch  59 Batch    4/134 - Train Accuracy:  0.851, Validation Accuracy:  0.858, Loss:  0.129
Epoch  59 Batch    5/134 - Train Accuracy:  0.858, Validation Accuracy:  0.860, Loss:  0.131
Epoch  59 Batch    6/134 - Train Accuracy:  0.861, Validation Accuracy:  0.862, Loss:  0.117
Epoch  59 Batch    7/134 - Train Accuracy:  0.848, Validation Accuracy:  0.858, Loss:  0.122
Epoch  59 Batch    8/134 - Train Accuracy:  0.865, Validation Accuracy:  0.863, Loss:  0.123
Epoch  59 Batch    9/134 - Train Accuracy:  0.874, Validation Accuracy:  0.866, Loss:  0.114
Epoch  59 Batch   10/134 - Train Accuracy:  0.867, Validation Accuracy:  0.861, Loss:  0.125
Epoch  59 Batch   11/134 - Train Accuracy:  0.862, Validation Accuracy:  0.860, Loss:  0.121
Epoch  59 Batch   12/134 - Train Accuracy:  0.876, Validation Accuracy:  0.862, Loss:  0.120
Epoch  59 Batch   13/134 - Train Accuracy:  0.844, Validation Accuracy:  0.860, Loss:  0.132
Epoch  59 Batch   14/134 - Train Accuracy:  0.872, Validation Accuracy:  0.864, Loss:  0.125
Epoch  59 Batch   15/134 - Train Accuracy:  0.860, Validation Accuracy:  0.862, Loss:  0.118
Epoch  59 Batch   16/134 - Train Accuracy:  0.865, Validation Accuracy:  0.860, Loss:  0.118
Epoch  59 Batch   17/134 - Train Accuracy:  0.856, Validation Accuracy:  0.861, Loss:  0.133
Epoch  59 Batch   18/134 - Train Accuracy:  0.859, Validation Accuracy:  0.861, Loss:  0.124
Epoch  59 Batch   19/134 - Train Accuracy:  0.859, Validation Accuracy:  0.860, Loss:  0.131
Epoch  59 Batch   20/134 - Train Accuracy:  0.870, Validation Accuracy:  0.860, Loss:  0.122
Epoch  59 Batch   21/134 - Train Accuracy:  0.855, Validation Accuracy:  0.861, Loss:  0.125
Epoch  59 Batch   22/134 - Train Accuracy:  0.850, Validation Accuracy:  0.860, Loss:  0.126
Epoch  59 Batch   23/134 - Train Accuracy:  0.871, Validation Accuracy:  0.861, Loss:  0.115
Epoch  59 Batch   24/134 - Train Accuracy:  0.856, Validation Accuracy:  0.863, Loss:  0.127
Epoch  59 Batch   25/134 - Train Accuracy:  0.857, Validation Accuracy:  0.858, Loss:  0.118
Epoch  59 Batch   26/134 - Train Accuracy:  0.868, Validation Accuracy:  0.862, Loss:  0.131
Epoch  59 Batch   27/134 - Train Accuracy:  0.859, Validation Accuracy:  0.860, Loss:  0.126
Epoch  59 Batch   28/134 - Train Accuracy:  0.862, Validation Accuracy:  0.863, Loss:  0.128
Epoch  59 Batch   29/134 - Train Accuracy:  0.875, Validation Accuracy:  0.864, Loss:  0.114
Epoch  59 Batch   30/134 - Train Accuracy:  0.883, Validation Accuracy:  0.863, Loss:  0.117
Epoch  59 Batch   31/134 - Train Accuracy:  0.870, Validation Accuracy:  0.864, Loss:  0.124
Epoch  59 Batch   32/134 - Train Accuracy:  0.868, Validation Accuracy:  0.862, Loss:  0.120
Epoch  59 Batch   33/134 - Train Accuracy:  0.846, Validation Accuracy:  0.862, Loss:  0.135
Epoch  59 Batch   34/134 - Train Accuracy:  0.864, Validation Accuracy:  0.863, Loss:  0.132
Epoch  59 Batch   35/134 - Train Accuracy:  0.860, Validation Accuracy:  0.857, Loss:  0.128
Epoch  59 Batch   36/134 - Train Accuracy:  0.868, Validation Accuracy:  0.860, Loss:  0.123
Epoch  59 Batch   37/134 - Train Accuracy:  0.856, Validation Accuracy:  0.857, Loss:  0.127
Epoch  59 Batch   38/134 - Train Accuracy:  0.874, Validation Accuracy:  0.854, Loss:  0.119
Epoch  59 Batch   39/134 - Train Accuracy:  0.862, Validation Accuracy:  0.858, Loss:  0.125
Epoch  59 Batch   40/134 - Train Accuracy:  0.858, Validation Accuracy:  0.854, Loss:  0.126
Epoch  59 Batch   41/134 - Train Accuracy:  0.856, Validation Accuracy:  0.861, Loss:  0.135
Epoch  59 Batch   42/134 - Train Accuracy:  0.859, Validation Accuracy:  0.863, Loss:  0.122
Epoch  59 Batch   43/134 - Train Accuracy:  0.845, Validation Accuracy:  0.853, Loss:  0.130
Epoch  59 Batch   44/134 - Train Accuracy:  0.866, Validation Accuracy:  0.867, Loss:  0.125
Epoch  59 Batch   45/134 - Train Accuracy:  0.866, Validation Accuracy:  0.866, Loss:  0.121
Epoch  59 Batch   46/134 - Train Accuracy:  0.866, Validation Accuracy:  0.861, Loss:  0.122
Epoch  59 Batch   47/134 - Train Accuracy:  0.859, Validation Accuracy:  0.866, Loss:  0.127
Epoch  59 Batch   48/134 - Train Accuracy:  0.863, Validation Accuracy:  0.856, Loss:  0.126
Epoch  59 Batch   49/134 - Train Accuracy:  0.870, Validation Accuracy:  0.862, Loss:  0.124
Epoch  59 Batch   50/134 - Train Accuracy:  0.863, Validation Accuracy:  0.863, Loss:  0.128
Epoch  59 Batch   51/134 - Train Accuracy:  0.868, Validation Accuracy:  0.861, Loss:  0.121
Epoch  59 Batch   52/134 - Train Accuracy:  0.856, Validation Accuracy:  0.864, Loss:  0.124
Epoch  59 Batch   53/134 - Train Accuracy:  0.868, Validation Accuracy:  0.863, Loss:  0.121
Epoch  59 Batch   54/134 - Train Accuracy:  0.854, Validation Accuracy:  0.866, Loss:  0.126
Epoch  59 Batch   55/134 - Train Accuracy:  0.860, Validation Accuracy:  0.855, Loss:  0.130
Epoch  59 Batch   56/134 - Train Accuracy:  0.872, Validation Accuracy:  0.864, Loss:  0.124
Epoch  59 Batch   57/134 - Train Accuracy:  0.867, Validation Accuracy:  0.864, Loss:  0.125
Epoch  59 Batch   58/134 - Train Accuracy:  0.863, Validation Accuracy:  0.860, Loss:  0.123
Epoch  59 Batch   59/134 - Train Accuracy:  0.850, Validation Accuracy:  0.862, Loss:  0.126
Epoch  59 Batch   60/134 - Train Accuracy:  0.860, Validation Accuracy:  0.860, Loss:  0.121
Epoch  59 Batch   61/134 - Train Accuracy:  0.862, Validation Accuracy:  0.863, Loss:  0.118
Epoch  59 Batch   62/134 - Train Accuracy:  0.857, Validation Accuracy:  0.864, Loss:  0.125
Epoch  59 Batch   63/134 - Train Accuracy:  0.864, Validation Accuracy:  0.862, Loss:  0.122
Epoch  59 Batch   64/134 - Train Accuracy:  0.852, Validation Accuracy:  0.860, Loss:  0.124
Epoch  59 Batch   65/134 - Train Accuracy:  0.848, Validation Accuracy:  0.860, Loss:  0.127
Epoch  59 Batch   66/134 - Train Accuracy:  0.866, Validation Accuracy:  0.861, Loss:  0.120
Epoch  59 Batch   67/134 - Train Accuracy:  0.842, Validation Accuracy:  0.859, Loss:  0.135
Epoch  59 Batch   68/134 - Train Accuracy:  0.858, Validation Accuracy:  0.862, Loss:  0.132
Epoch  59 Batch   69/134 - Train Accuracy:  0.843, Validation Accuracy:  0.839, Loss:  0.132
Epoch  59 Batch   70/134 - Train Accuracy:  0.870, Validation Accuracy:  0.863, Loss:  0.126
Epoch  59 Batch   71/134 - Train Accuracy:  0.863, Validation Accuracy:  0.852, Loss:  0.119
Epoch  59 Batch   72/134 - Train Accuracy:  0.852, Validation Accuracy:  0.860, Loss:  0.126
Epoch  59 Batch   73/134 - Train Accuracy:  0.862, Validation Accuracy:  0.860, Loss:  0.125
Epoch  59 Batch   74/134 - Train Accuracy:  0.853, Validation Accuracy:  0.856, Loss:  0.129
Epoch  59 Batch   75/134 - Train Accuracy:  0.859, Validation Accuracy:  0.865, Loss:  0.125
Epoch  59 Batch   76/134 - Train Accuracy:  0.863, Validation Accuracy:  0.855, Loss:  0.121
Epoch  59 Batch   77/134 - Train Accuracy:  0.871, Validation Accuracy:  0.865, Loss:  0.119
Epoch  59 Batch   78/134 - Train Accuracy:  0.854, Validation Accuracy:  0.867, Loss:  0.127
Epoch  59 Batch   79/134 - Train Accuracy:  0.858, Validation Accuracy:  0.855, Loss:  0.121
Epoch  59 Batch   80/134 - Train Accuracy:  0.869, Validation Accuracy:  0.867, Loss:  0.125
Epoch  59 Batch   81/134 - Train Accuracy:  0.876, Validation Accuracy:  0.864, Loss:  0.124
Epoch  59 Batch   82/134 - Train Accuracy:  0.868, Validation Accuracy:  0.858, Loss:  0.118
Epoch  59 Batch   83/134 - Train Accuracy:  0.865, Validation Accuracy:  0.864, Loss:  0.125
Epoch  59 Batch   84/134 - Train Accuracy:  0.857, Validation Accuracy:  0.862, Loss:  0.123
Epoch  59 Batch   85/134 - Train Accuracy:  0.861, Validation Accuracy:  0.863, Loss:  0.129
Epoch  59 Batch   86/134 - Train Accuracy:  0.868, Validation Accuracy:  0.865, Loss:  0.121
Epoch  59 Batch   87/134 - Train Accuracy:  0.859, Validation Accuracy:  0.861, Loss:  0.134
Epoch  59 Batch   88/134 - Train Accuracy:  0.871, Validation Accuracy:  0.862, Loss:  0.117
Epoch  59 Batch   89/134 - Train Accuracy:  0.872, Validation Accuracy:  0.864, Loss:  0.120
Epoch  59 Batch   90/134 - Train Accuracy:  0.859, Validation Accuracy:  0.863, Loss:  0.123
Epoch  59 Batch   91/134 - Train Accuracy:  0.884, Validation Accuracy:  0.862, Loss:  0.105
Epoch  59 Batch   92/134 - Train Accuracy:  0.868, Validation Accuracy:  0.866, Loss:  0.119
Epoch  59 Batch   93/134 - Train Accuracy:  0.863, Validation Accuracy:  0.865, Loss:  0.122
Epoch  59 Batch   94/134 - Train Accuracy:  0.873, Validation Accuracy:  0.862, Loss:  0.121
Epoch  59 Batch   95/134 - Train Accuracy:  0.865, Validation Accuracy:  0.864, Loss:  0.120
Epoch  59 Batch   96/134 - Train Accuracy:  0.873, Validation Accuracy:  0.859, Loss:  0.118
Epoch  59 Batch   97/134 - Train Accuracy:  0.856, Validation Accuracy:  0.861, Loss:  0.122
Epoch  59 Batch   98/134 - Train Accuracy:  0.854, Validation Accuracy:  0.862, Loss:  0.128
Epoch  59 Batch   99/134 - Train Accuracy:  0.867, Validation Accuracy:  0.858, Loss:  0.126
Epoch  59 Batch  100/134 - Train Accuracy:  0.853, Validation Accuracy:  0.861, Loss:  0.124
Epoch  59 Batch  101/134 - Train Accuracy:  0.866, Validation Accuracy:  0.862, Loss:  0.129
Epoch  59 Batch  102/134 - Train Accuracy:  0.858, Validation Accuracy:  0.863, Loss:  0.124
Epoch  59 Batch  103/134 - Train Accuracy:  0.869, Validation Accuracy:  0.858, Loss:  0.117
Epoch  59 Batch  104/134 - Train Accuracy:  0.881, Validation Accuracy:  0.865, Loss:  0.119
Epoch  59 Batch  105/134 - Train Accuracy:  0.868, Validation Accuracy:  0.863, Loss:  0.126
Epoch  59 Batch  106/134 - Train Accuracy:  0.864, Validation Accuracy:  0.861, Loss:  0.122
Epoch  59 Batch  107/134 - Train Accuracy:  0.873, Validation Accuracy:  0.866, Loss:  0.122
Epoch  59 Batch  108/134 - Train Accuracy:  0.856, Validation Accuracy:  0.860, Loss:  0.126
Epoch  59 Batch  109/134 - Train Accuracy:  0.864, Validation Accuracy:  0.862, Loss:  0.118
Epoch  59 Batch  110/134 - Train Accuracy:  0.872, Validation Accuracy:  0.863, Loss:  0.121
Epoch  59 Batch  111/134 - Train Accuracy:  0.867, Validation Accuracy:  0.864, Loss:  0.124
Epoch  59 Batch  112/134 - Train Accuracy:  0.867, Validation Accuracy:  0.862, Loss:  0.116
Epoch  59 Batch  113/134 - Train Accuracy:  0.874, Validation Accuracy:  0.864, Loss:  0.113
Epoch  59 Batch  114/134 - Train Accuracy:  0.863, Validation Accuracy:  0.866, Loss:  0.123
Epoch  59 Batch  115/134 - Train Accuracy:  0.849, Validation Accuracy:  0.856, Loss:  0.129
Epoch  59 Batch  116/134 - Train Accuracy:  0.864, Validation Accuracy:  0.866, Loss:  0.126
Epoch  59 Batch  117/134 - Train Accuracy:  0.866, Validation Accuracy:  0.864, Loss:  0.117
Epoch  59 Batch  118/134 - Train Accuracy:  0.855, Validation Accuracy:  0.852, Loss:  0.120
Epoch  59 Batch  119/134 - Train Accuracy:  0.881, Validation Accuracy:  0.869, Loss:  0.111
Epoch  59 Batch  120/134 - Train Accuracy:  0.862, Validation Accuracy:  0.864, Loss:  0.126
Epoch  59 Batch  121/134 - Train Accuracy:  0.866, Validation Accuracy:  0.863, Loss:  0.123
Epoch  59 Batch  122/134 - Train Accuracy:  0.860, Validation Accuracy:  0.866, Loss:  0.124
Epoch  59 Batch  123/134 - Train Accuracy:  0.871, Validation Accuracy:  0.866, Loss:  0.118
Epoch  59 Batch  124/134 - Train Accuracy:  0.880, Validation Accuracy:  0.866, Loss:  0.109
Epoch  59 Batch  125/134 - Train Accuracy:  0.871, Validation Accuracy:  0.864, Loss:  0.118
Epoch  59 Batch  126/134 - Train Accuracy:  0.852, Validation Accuracy:  0.869, Loss:  0.125
Epoch  59 Batch  127/134 - Train Accuracy:  0.871, Validation Accuracy:  0.865, Loss:  0.117
Epoch  59 Batch  128/134 - Train Accuracy:  0.854, Validation Accuracy:  0.861, Loss:  0.127
Epoch  59 Batch  129/134 - Train Accuracy:  0.867, Validation Accuracy:  0.867, Loss:  0.122
Epoch  59 Batch  130/134 - Train Accuracy:  0.866, Validation Accuracy:  0.864, Loss:  0.119
Epoch  59 Batch  131/134 - Train Accuracy:  0.857, Validation Accuracy:  0.865, Loss:  0.130
Epoch  59 Batch  132/134 - Train Accuracy:  0.862, Validation Accuracy:  0.867, Loss:  0.121
Epoch  60 Batch    0/134 - Train Accuracy:  0.869, Validation Accuracy:  0.864, Loss:  0.124
Epoch  60 Batch    1/134 - Train Accuracy:  0.865, Validation Accuracy:  0.870, Loss:  0.129
Epoch  60 Batch    2/134 - Train Accuracy:  0.863, Validation Accuracy:  0.865, Loss:  0.118
Epoch  60 Batch    3/134 - Train Accuracy:  0.874, Validation Accuracy:  0.864, Loss:  0.119
Epoch  60 Batch    4/134 - Train Accuracy:  0.855, Validation Accuracy:  0.864, Loss:  0.124
Epoch  60 Batch    5/134 - Train Accuracy:  0.863, Validation Accuracy:  0.868, Loss:  0.126
Epoch  60 Batch    6/134 - Train Accuracy:  0.862, Validation Accuracy:  0.863, Loss:  0.115
Epoch  60 Batch    7/134 - Train Accuracy:  0.858, Validation Accuracy:  0.867, Loss:  0.118
Epoch  60 Batch    8/134 - Train Accuracy:  0.868, Validation Accuracy:  0.864, Loss:  0.118
Epoch  60 Batch    9/134 - Train Accuracy:  0.877, Validation Accuracy:  0.869, Loss:  0.111
Epoch  60 Batch   10/134 - Train Accuracy:  0.868, Validation Accuracy:  0.867, Loss:  0.120
Epoch  60 Batch   11/134 - Train Accuracy:  0.861, Validation Accuracy:  0.866, Loss:  0.117
Epoch  60 Batch   12/134 - Train Accuracy:  0.877, Validation Accuracy:  0.863, Loss:  0.116
Epoch  60 Batch   13/134 - Train Accuracy:  0.851, Validation Accuracy:  0.865, Loss:  0.127
Epoch  60 Batch   14/134 - Train Accuracy:  0.874, Validation Accuracy:  0.866, Loss:  0.121
Epoch  60 Batch   15/134 - Train Accuracy:  0.865, Validation Accuracy:  0.869, Loss:  0.114
Epoch  60 Batch   16/134 - Train Accuracy:  0.874, Validation Accuracy:  0.870, Loss:  0.113
Epoch  60 Batch   17/134 - Train Accuracy:  0.862, Validation Accuracy:  0.867, Loss:  0.128
Epoch  60 Batch   18/134 - Train Accuracy:  0.863, Validation Accuracy:  0.864, Loss:  0.119
Epoch  60 Batch   19/134 - Train Accuracy:  0.866, Validation Accuracy:  0.865, Loss:  0.125
Epoch  60 Batch   20/134 - Train Accuracy:  0.876, Validation Accuracy:  0.866, Loss:  0.116
Epoch  60 Batch   21/134 - Train Accuracy:  0.864, Validation Accuracy:  0.867, Loss:  0.120
Epoch  60 Batch   22/134 - Train Accuracy:  0.856, Validation Accuracy:  0.863, Loss:  0.121
Epoch  60 Batch   23/134 - Train Accuracy:  0.879, Validation Accuracy:  0.867, Loss:  0.111
Epoch  60 Batch   24/134 - Train Accuracy:  0.857, Validation Accuracy:  0.867, Loss:  0.123
Epoch  60 Batch   25/134 - Train Accuracy:  0.862, Validation Accuracy:  0.867, Loss:  0.113
Epoch  60 Batch   26/134 - Train Accuracy:  0.871, Validation Accuracy:  0.866, Loss:  0.125
Epoch  60 Batch   27/134 - Train Accuracy:  0.860, Validation Accuracy:  0.862, Loss:  0.121
Epoch  60 Batch   28/134 - Train Accuracy:  0.871, Validation Accuracy:  0.870, Loss:  0.123
Epoch  60 Batch   29/134 - Train Accuracy:  0.882, Validation Accuracy:  0.871, Loss:  0.109
Epoch  60 Batch   30/134 - Train Accuracy:  0.886, Validation Accuracy:  0.866, Loss:  0.113
Epoch  60 Batch   31/134 - Train Accuracy:  0.874, Validation Accuracy:  0.868, Loss:  0.120
Epoch  60 Batch   32/134 - Train Accuracy:  0.872, Validation Accuracy:  0.867, Loss:  0.116
Epoch  60 Batch   33/134 - Train Accuracy:  0.851, Validation Accuracy:  0.865, Loss:  0.130
Epoch  60 Batch   34/134 - Train Accuracy:  0.872, Validation Accuracy:  0.869, Loss:  0.127
Epoch  60 Batch   35/134 - Train Accuracy:  0.867, Validation Accuracy:  0.862, Loss:  0.123
Epoch  60 Batch   36/134 - Train Accuracy:  0.873, Validation Accuracy:  0.867, Loss:  0.119
Epoch  60 Batch   37/134 - Train Accuracy:  0.862, Validation Accuracy:  0.864, Loss:  0.122
Epoch  60 Batch   38/134 - Train Accuracy:  0.878, Validation Accuracy:  0.862, Loss:  0.115
Epoch  60 Batch   39/134 - Train Accuracy:  0.865, Validation Accuracy:  0.862, Loss:  0.120
Epoch  60 Batch   40/134 - Train Accuracy:  0.861, Validation Accuracy:  0.857, Loss:  0.122
Epoch  60 Batch   41/134 - Train Accuracy:  0.862, Validation Accuracy:  0.867, Loss:  0.131
Epoch  60 Batch   42/134 - Train Accuracy:  0.863, Validation Accuracy:  0.865, Loss:  0.118
Epoch  60 Batch   43/134 - Train Accuracy:  0.852, Validation Accuracy:  0.857, Loss:  0.125
Epoch  60 Batch   44/134 - Train Accuracy:  0.874, Validation Accuracy:  0.871, Loss:  0.120
Epoch  60 Batch   45/134 - Train Accuracy:  0.873, Validation Accuracy:  0.865, Loss:  0.118
Epoch  60 Batch   46/134 - Train Accuracy:  0.873, Validation Accuracy:  0.872, Loss:  0.118
Epoch  60 Batch   47/134 - Train Accuracy:  0.863, Validation Accuracy:  0.866, Loss:  0.122
Epoch  60 Batch   48/134 - Train Accuracy:  0.874, Validation Accuracy:  0.869, Loss:  0.120
Epoch  60 Batch   49/134 - Train Accuracy:  0.877, Validation Accuracy:  0.865, Loss:  0.117
Epoch  60 Batch   50/134 - Train Accuracy:  0.868, Validation Accuracy:  0.865, Loss:  0.122
Epoch  60 Batch   51/134 - Train Accuracy:  0.869, Validation Accuracy:  0.871, Loss:  0.117
Epoch  60 Batch   52/134 - Train Accuracy:  0.866, Validation Accuracy:  0.861, Loss:  0.120
Epoch  60 Batch   53/134 - Train Accuracy:  0.876, Validation Accuracy:  0.866, Loss:  0.116
Epoch  60 Batch   54/134 - Train Accuracy:  0.856, Validation Accuracy:  0.870, Loss:  0.121
Epoch  60 Batch   55/134 - Train Accuracy:  0.862, Validation Accuracy:  0.860, Loss:  0.125
Epoch  60 Batch   56/134 - Train Accuracy:  0.869, Validation Accuracy:  0.867, Loss:  0.120
Epoch  60 Batch   57/134 - Train Accuracy:  0.868, Validation Accuracy:  0.860, Loss:  0.122
Epoch  60 Batch   58/134 - Train Accuracy:  0.865, Validation Accuracy:  0.869, Loss:  0.120
Epoch  60 Batch   59/134 - Train Accuracy:  0.852, Validation Accuracy:  0.869, Loss:  0.121
Epoch  60 Batch   60/134 - Train Accuracy:  0.859, Validation Accuracy:  0.859, Loss:  0.116
Epoch  60 Batch   61/134 - Train Accuracy:  0.858, Validation Accuracy:  0.864, Loss:  0.116
Epoch  60 Batch   62/134 - Train Accuracy:  0.784, Validation Accuracy:  0.786, Loss:  0.134
Epoch  60 Batch   63/134 - Train Accuracy:  0.800, Validation Accuracy:  0.809, Loss:  0.276
Epoch  60 Batch   64/134 - Train Accuracy:  0.778, Validation Accuracy:  0.786, Loss:  0.225
Epoch  60 Batch   65/134 - Train Accuracy:  0.802, Validation Accuracy:  0.821, Loss:  0.271
Epoch  60 Batch   66/134 - Train Accuracy:  0.832, Validation Accuracy:  0.838, Loss:  0.269
Epoch  60 Batch   67/134 - Train Accuracy:  0.723, Validation Accuracy:  0.751, Loss:  0.241
Epoch  60 Batch   68/134 - Train Accuracy:  0.782, Validation Accuracy:  0.791, Loss:  0.349
Epoch  60 Batch   69/134 - Train Accuracy:  0.779, Validation Accuracy:  0.791, Loss:  0.227
Epoch  60 Batch   70/134 - Train Accuracy:  0.768, Validation Accuracy:  0.771, Loss:  0.256
Epoch  60 Batch   71/134 - Train Accuracy:  0.808, Validation Accuracy:  0.806, Loss:  0.245
Epoch  60 Batch   72/134 - Train Accuracy:  0.766, Validation Accuracy:  0.768, Loss:  0.194
Epoch  60 Batch   73/134 - Train Accuracy:  0.811, Validation Accuracy:  0.811, Loss:  0.240
Epoch  60 Batch   74/134 - Train Accuracy:  0.795, Validation Accuracy:  0.807, Loss:  0.193
Epoch  60 Batch   75/134 - Train Accuracy:  0.817, Validation Accuracy:  0.810, Loss:  0.194
Epoch  60 Batch   76/134 - Train Accuracy:  0.824, Validation Accuracy:  0.826, Loss:  0.198
Epoch  60 Batch   77/134 - Train Accuracy:  0.815, Validation Accuracy:  0.801, Loss:  0.153
Epoch  60 Batch   78/134 - Train Accuracy:  0.813, Validation Accuracy:  0.819, Loss:  0.202
Epoch  60 Batch   79/134 - Train Accuracy:  0.819, Validation Accuracy:  0.824, Loss:  0.165
Epoch  60 Batch   80/134 - Train Accuracy:  0.825, Validation Accuracy:  0.816, Loss:  0.168
Epoch  60 Batch   81/134 - Train Accuracy:  0.829, Validation Accuracy:  0.820, Loss:  0.162
Epoch  60 Batch   82/134 - Train Accuracy:  0.830, Validation Accuracy:  0.819, Loss:  0.154
Epoch  60 Batch   83/134 - Train Accuracy:  0.824, Validation Accuracy:  0.822, Loss:  0.157
Epoch  60 Batch   84/134 - Train Accuracy:  0.814, Validation Accuracy:  0.820, Loss:  0.147
Epoch  60 Batch   85/134 - Train Accuracy:  0.824, Validation Accuracy:  0.831, Loss:  0.156
Epoch  60 Batch   86/134 - Train Accuracy:  0.842, Validation Accuracy:  0.837, Loss:  0.141
Epoch  60 Batch   87/134 - Train Accuracy:  0.836, Validation Accuracy:  0.842, Loss:  0.152
Epoch  60 Batch   88/134 - Train Accuracy:  0.838, Validation Accuracy:  0.828, Loss:  0.133
Epoch  60 Batch   89/134 - Train Accuracy:  0.835, Validation Accuracy:  0.830, Loss:  0.140
Epoch  60 Batch   90/134 - Train Accuracy:  0.830, Validation Accuracy:  0.829, Loss:  0.137
Epoch  60 Batch   91/134 - Train Accuracy:  0.857, Validation Accuracy:  0.830, Loss:  0.118
Epoch  60 Batch   92/134 - Train Accuracy:  0.848, Validation Accuracy:  0.835, Loss:  0.133
Epoch  60 Batch   93/134 - Train Accuracy:  0.852, Validation Accuracy:  0.841, Loss:  0.133
Epoch  60 Batch   94/134 - Train Accuracy:  0.853, Validation Accuracy:  0.847, Loss:  0.128
Epoch  60 Batch   95/134 - Train Accuracy:  0.846, Validation Accuracy:  0.847, Loss:  0.130
Epoch  60 Batch   96/134 - Train Accuracy:  0.856, Validation Accuracy:  0.844, Loss:  0.126
Epoch  60 Batch   97/134 - Train Accuracy:  0.837, Validation Accuracy:  0.841, Loss:  0.128
Epoch  60 Batch   98/134 - Train Accuracy:  0.835, Validation Accuracy:  0.847, Loss:  0.134
Epoch  60 Batch   99/134 - Train Accuracy:  0.849, Validation Accuracy:  0.850, Loss:  0.133
Epoch  60 Batch  100/134 - Train Accuracy:  0.843, Validation Accuracy:  0.851, Loss:  0.131
Epoch  60 Batch  101/134 - Train Accuracy:  0.841, Validation Accuracy:  0.847, Loss:  0.132
Epoch  60 Batch  102/134 - Train Accuracy:  0.848, Validation Accuracy:  0.858, Loss:  0.129
Epoch  60 Batch  103/134 - Train Accuracy:  0.862, Validation Accuracy:  0.856, Loss:  0.122
Epoch  60 Batch  104/134 - Train Accuracy:  0.868, Validation Accuracy:  0.851, Loss:  0.121
Epoch  60 Batch  105/134 - Train Accuracy:  0.856, Validation Accuracy:  0.850, Loss:  0.130
Epoch  60 Batch  106/134 - Train Accuracy:  0.853, Validation Accuracy:  0.852, Loss:  0.124
Epoch  60 Batch  107/134 - Train Accuracy:  0.861, Validation Accuracy:  0.851, Loss:  0.125
Epoch  60 Batch  108/134 - Train Accuracy:  0.850, Validation Accuracy:  0.853, Loss:  0.129
Epoch  60 Batch  109/134 - Train Accuracy:  0.864, Validation Accuracy:  0.856, Loss:  0.118
Epoch  60 Batch  110/134 - Train Accuracy:  0.865, Validation Accuracy:  0.857, Loss:  0.122
Epoch  60 Batch  111/134 - Train Accuracy:  0.854, Validation Accuracy:  0.859, Loss:  0.126
Epoch  60 Batch  112/134 - Train Accuracy:  0.862, Validation Accuracy:  0.852, Loss:  0.116
Epoch  60 Batch  113/134 - Train Accuracy:  0.865, Validation Accuracy:  0.848, Loss:  0.114
Epoch  60 Batch  114/134 - Train Accuracy:  0.854, Validation Accuracy:  0.858, Loss:  0.126
Epoch  60 Batch  115/134 - Train Accuracy:  0.845, Validation Accuracy:  0.859, Loss:  0.127
Epoch  60 Batch  116/134 - Train Accuracy:  0.863, Validation Accuracy:  0.859, Loss:  0.125
Epoch  60 Batch  117/134 - Train Accuracy:  0.864, Validation Accuracy:  0.862, Loss:  0.117
Epoch  60 Batch  118/134 - Train Accuracy:  0.862, Validation Accuracy:  0.863, Loss:  0.118
Epoch  60 Batch  119/134 - Train Accuracy:  0.871, Validation Accuracy:  0.862, Loss:  0.107
Epoch  60 Batch  120/134 - Train Accuracy:  0.857, Validation Accuracy:  0.862, Loss:  0.123
Epoch  60 Batch  121/134 - Train Accuracy:  0.868, Validation Accuracy:  0.861, Loss:  0.118
Epoch  60 Batch  122/134 - Train Accuracy:  0.859, Validation Accuracy:  0.859, Loss:  0.121
Epoch  60 Batch  123/134 - Train Accuracy:  0.867, Validation Accuracy:  0.863, Loss:  0.116
Epoch  60 Batch  124/134 - Train Accuracy:  0.875, Validation Accuracy:  0.862, Loss:  0.105
Epoch  60 Batch  125/134 - Train Accuracy:  0.870, Validation Accuracy:  0.863, Loss:  0.117
Epoch  60 Batch  126/134 - Train Accuracy:  0.846, Validation Accuracy:  0.862, Loss:  0.122
Epoch  60 Batch  127/134 - Train Accuracy:  0.865, Validation Accuracy:  0.863, Loss:  0.113
Epoch  60 Batch  128/134 - Train Accuracy:  0.852, Validation Accuracy:  0.862, Loss:  0.126
Epoch  60 Batch  129/134 - Train Accuracy:  0.864, Validation Accuracy:  0.864, Loss:  0.120
Epoch  60 Batch  130/134 - Train Accuracy:  0.861, Validation Accuracy:  0.863, Loss:  0.116
Epoch  60 Batch  131/134 - Train Accuracy:  0.858, Validation Accuracy:  0.864, Loss:  0.128
Epoch  60 Batch  132/134 - Train Accuracy:  0.867, Validation Accuracy:  0.865, Loss:  0.118
Epoch  61 Batch    0/134 - Train Accuracy:  0.867, Validation Accuracy:  0.863, Loss:  0.120
Epoch  61 Batch    1/134 - Train Accuracy:  0.861, Validation Accuracy:  0.860, Loss:  0.126
Epoch  61 Batch    2/134 - Train Accuracy:  0.862, Validation Accuracy:  0.864, Loss:  0.115
Epoch  61 Batch    3/134 - Train Accuracy:  0.874, Validation Accuracy:  0.867, Loss:  0.116
Epoch  61 Batch    4/134 - Train Accuracy:  0.864, Validation Accuracy:  0.866, Loss:  0.121
Epoch  61 Batch    5/134 - Train Accuracy:  0.867, Validation Accuracy:  0.866, Loss:  0.122
Epoch  61 Batch    6/134 - Train Accuracy:  0.864, Validation Accuracy:  0.866, Loss:  0.111
Epoch  61 Batch    7/134 - Train Accuracy:  0.859, Validation Accuracy:  0.866, Loss:  0.115
Epoch  61 Batch    8/134 - Train Accuracy:  0.868, Validation Accuracy:  0.864, Loss:  0.116
Epoch  61 Batch    9/134 - Train Accuracy:  0.879, Validation Accuracy:  0.869, Loss:  0.108
Epoch  61 Batch   10/134 - Train Accuracy:  0.875, Validation Accuracy:  0.872, Loss:  0.117
Epoch  61 Batch   11/134 - Train Accuracy:  0.863, Validation Accuracy:  0.869, Loss:  0.113
Epoch  61 Batch   12/134 - Train Accuracy:  0.871, Validation Accuracy:  0.861, Loss:  0.113
Epoch  61 Batch   13/134 - Train Accuracy:  0.851, Validation Accuracy:  0.866, Loss:  0.124
Epoch  61 Batch   14/134 - Train Accuracy:  0.880, Validation Accuracy:  0.870, Loss:  0.118
Epoch  61 Batch   15/134 - Train Accuracy:  0.868, Validation Accuracy:  0.868, Loss:  0.111
Epoch  61 Batch   16/134 - Train Accuracy:  0.870, Validation Accuracy:  0.863, Loss:  0.110
Epoch  61 Batch   17/134 - Train Accuracy:  0.862, Validation Accuracy:  0.866, Loss:  0.126
Epoch  61 Batch   18/134 - Train Accuracy:  0.868, Validation Accuracy:  0.867, Loss:  0.115
Epoch  61 Batch   19/134 - Train Accuracy:  0.868, Validation Accuracy:  0.863, Loss:  0.123
Epoch  61 Batch   20/134 - Train Accuracy:  0.876, Validation Accuracy:  0.864, Loss:  0.114
Epoch  61 Batch   21/134 - Train Accuracy:  0.864, Validation Accuracy:  0.871, Loss:  0.117
Epoch  61 Batch   22/134 - Train Accuracy:  0.856, Validation Accuracy:  0.868, Loss:  0.119
Epoch  61 Batch   23/134 - Train Accuracy:  0.879, Validation Accuracy:  0.868, Loss:  0.108
Epoch  61 Batch   24/134 - Train Accuracy:  0.857, Validation Accuracy:  0.870, Loss:  0.119
Epoch  61 Batch   25/134 - Train Accuracy:  0.864, Validation Accuracy:  0.871, Loss:  0.110
Epoch  61 Batch   26/134 - Train Accuracy:  0.874, Validation Accuracy:  0.870, Loss:  0.122
Epoch  61 Batch   27/134 - Train Accuracy:  0.867, Validation Accuracy:  0.865, Loss:  0.117
Epoch  61 Batch   28/134 - Train Accuracy:  0.871, Validation Accuracy:  0.869, Loss:  0.120
Epoch  61 Batch   29/134 - Train Accuracy:  0.883, Validation Accuracy:  0.870, Loss:  0.106
Epoch  61 Batch   30/134 - Train Accuracy:  0.889, Validation Accuracy:  0.867, Loss:  0.109
Epoch  61 Batch   31/134 - Train Accuracy:  0.871, Validation Accuracy:  0.866, Loss:  0.116
Epoch  61 Batch   32/134 - Train Accuracy:  0.873, Validation Accuracy:  0.868, Loss:  0.112
Epoch  61 Batch   33/134 - Train Accuracy:  0.853, Validation Accuracy:  0.866, Loss:  0.126
Epoch  61 Batch   34/134 - Train Accuracy:  0.872, Validation Accuracy:  0.866, Loss:  0.123
Epoch  61 Batch   35/134 - Train Accuracy:  0.871, Validation Accuracy:  0.865, Loss:  0.119
Epoch  61 Batch   36/134 - Train Accuracy:  0.874, Validation Accuracy:  0.866, Loss:  0.115
Epoch  61 Batch   37/134 - Train Accuracy:  0.863, Validation Accuracy:  0.866, Loss:  0.119
Epoch  61 Batch   38/134 - Train Accuracy:  0.880, Validation Accuracy:  0.863, Loss:  0.111
Epoch  61 Batch   39/134 - Train Accuracy:  0.873, Validation Accuracy:  0.865, Loss:  0.116
Epoch  61 Batch   40/134 - Train Accuracy:  0.866, Validation Accuracy:  0.865, Loss:  0.116
Epoch  61 Batch   41/134 - Train Accuracy:  0.861, Validation Accuracy:  0.864, Loss:  0.126
Epoch  61 Batch   42/134 - Train Accuracy:  0.864, Validation Accuracy:  0.868, Loss:  0.114
Epoch  61 Batch   43/134 - Train Accuracy:  0.857, Validation Accuracy:  0.868, Loss:  0.120
Epoch  61 Batch   44/134 - Train Accuracy:  0.869, Validation Accuracy:  0.867, Loss:  0.115
Epoch  61 Batch   45/134 - Train Accuracy:  0.874, Validation Accuracy:  0.865, Loss:  0.113
Epoch  61 Batch   46/134 - Train Accuracy:  0.874, Validation Accuracy:  0.872, Loss:  0.115
Epoch  61 Batch   47/134 - Train Accuracy:  0.863, Validation Accuracy:  0.868, Loss:  0.119
Epoch  61 Batch   48/134 - Train Accuracy:  0.873, Validation Accuracy:  0.870, Loss:  0.116
Epoch  61 Batch   49/134 - Train Accuracy:  0.877, Validation Accuracy:  0.870, Loss:  0.115
Epoch  61 Batch   50/134 - Train Accuracy:  0.870, Validation Accuracy:  0.872, Loss:  0.118
Epoch  61 Batch   51/134 - Train Accuracy:  0.873, Validation Accuracy:  0.870, Loss:  0.113
Epoch  61 Batch   52/134 - Train Accuracy:  0.868, Validation Accuracy:  0.870, Loss:  0.116
Epoch  61 Batch   53/134 - Train Accuracy:  0.876, Validation Accuracy:  0.873, Loss:  0.112
Epoch  61 Batch   54/134 - Train Accuracy:  0.855, Validation Accuracy:  0.869, Loss:  0.117
Epoch  61 Batch   55/134 - Train Accuracy:  0.867, Validation Accuracy:  0.863, Loss:  0.122
Epoch  61 Batch   56/134 - Train Accuracy:  0.873, Validation Accuracy:  0.873, Loss:  0.115
Epoch  61 Batch   57/134 - Train Accuracy:  0.879, Validation Accuracy:  0.872, Loss:  0.116
Epoch  61 Batch   58/134 - Train Accuracy:  0.872, Validation Accuracy:  0.868, Loss:  0.115
Epoch  61 Batch   59/134 - Train Accuracy:  0.854, Validation Accuracy:  0.872, Loss:  0.117
Epoch  61 Batch   60/134 - Train Accuracy:  0.866, Validation Accuracy:  0.871, Loss:  0.111
Epoch  61 Batch   61/134 - Train Accuracy:  0.868, Validation Accuracy:  0.869, Loss:  0.110
Epoch  61 Batch   62/134 - Train Accuracy:  0.863, Validation Accuracy:  0.872, Loss:  0.116
Epoch  61 Batch   63/134 - Train Accuracy:  0.871, Validation Accuracy:  0.872, Loss:  0.112
Epoch  61 Batch   64/134 - Train Accuracy:  0.864, Validation Accuracy:  0.868, Loss:  0.117
Epoch  61 Batch   65/134 - Train Accuracy:  0.846, Validation Accuracy:  0.870, Loss:  0.118
Epoch  61 Batch   66/134 - Train Accuracy:  0.874, Validation Accuracy:  0.874, Loss:  0.112
Epoch  61 Batch   67/134 - Train Accuracy:  0.853, Validation Accuracy:  0.869, Loss:  0.125
Epoch  61 Batch   68/134 - Train Accuracy:  0.864, Validation Accuracy:  0.866, Loss:  0.123
Epoch  61 Batch   69/134 - Train Accuracy:  0.868, Validation Accuracy:  0.871, Loss:  0.120
Epoch  61 Batch   70/134 - Train Accuracy:  0.871, Validation Accuracy:  0.872, Loss:  0.112
Epoch  61 Batch   71/134 - Train Accuracy:  0.876, Validation Accuracy:  0.868, Loss:  0.108
Epoch  61 Batch   72/134 - Train Accuracy:  0.860, Validation Accuracy:  0.867, Loss:  0.114
Epoch  61 Batch   73/134 - Train Accuracy:  0.870, Validation Accuracy:  0.872, Loss:  0.115
Epoch  61 Batch   74/134 - Train Accuracy:  0.863, Validation Accuracy:  0.870, Loss:  0.122
Epoch  61 Batch   75/134 - Train Accuracy:  0.869, Validation Accuracy:  0.869, Loss:  0.116
Epoch  61 Batch   76/134 - Train Accuracy:  0.877, Validation Accuracy:  0.869, Loss:  0.109
Epoch  61 Batch   77/134 - Train Accuracy:  0.875, Validation Accuracy:  0.873, Loss:  0.110
Epoch  61 Batch   78/134 - Train Accuracy:  0.859, Validation Accuracy:  0.873, Loss:  0.119
Epoch  61 Batch   79/134 - Train Accuracy:  0.870, Validation Accuracy:  0.872, Loss:  0.112
Epoch  61 Batch   80/134 - Train Accuracy:  0.878, Validation Accuracy:  0.874, Loss:  0.115
Epoch  61 Batch   81/134 - Train Accuracy:  0.881, Validation Accuracy:  0.871, Loss:  0.115
Epoch  61 Batch   82/134 - Train Accuracy:  0.876, Validation Accuracy:  0.867, Loss:  0.110
Epoch  61 Batch   83/134 - Train Accuracy:  0.873, Validation Accuracy:  0.874, Loss:  0.116
Epoch  61 Batch   84/134 - Train Accuracy:  0.867, Validation Accuracy:  0.877, Loss:  0.113
Epoch  61 Batch   85/134 - Train Accuracy:  0.869, Validation Accuracy:  0.874, Loss:  0.120
Epoch  61 Batch   86/134 - Train Accuracy:  0.876, Validation Accuracy:  0.871, Loss:  0.112
Epoch  61 Batch   87/134 - Train Accuracy:  0.870, Validation Accuracy:  0.873, Loss:  0.125
Epoch  61 Batch   88/134 - Train Accuracy:  0.878, Validation Accuracy:  0.873, Loss:  0.108
Epoch  61 Batch   89/134 - Train Accuracy:  0.877, Validation Accuracy:  0.872, Loss:  0.111
Epoch  61 Batch   90/134 - Train Accuracy:  0.866, Validation Accuracy:  0.873, Loss:  0.115
Epoch  61 Batch   91/134 - Train Accuracy:  0.894, Validation Accuracy:  0.876, Loss:  0.097
Epoch  61 Batch   92/134 - Train Accuracy:  0.872, Validation Accuracy:  0.875, Loss:  0.110
Epoch  61 Batch   93/134 - Train Accuracy:  0.872, Validation Accuracy:  0.871, Loss:  0.114
Epoch  61 Batch   94/134 - Train Accuracy:  0.877, Validation Accuracy:  0.871, Loss:  0.112
Epoch  61 Batch   95/134 - Train Accuracy:  0.869, Validation Accuracy:  0.871, Loss:  0.112
Epoch  61 Batch   96/134 - Train Accuracy:  0.877, Validation Accuracy:  0.871, Loss:  0.110
Epoch  61 Batch   97/134 - Train Accuracy:  0.865, Validation Accuracy:  0.864, Loss:  0.113
Epoch  61 Batch   98/134 - Train Accuracy:  0.865, Validation Accuracy:  0.870, Loss:  0.119
Epoch  61 Batch   99/134 - Train Accuracy:  0.875, Validation Accuracy:  0.871, Loss:  0.117
Epoch  61 Batch  100/134 - Train Accuracy:  0.860, Validation Accuracy:  0.866, Loss:  0.117
Epoch  61 Batch  101/134 - Train Accuracy:  0.868, Validation Accuracy:  0.871, Loss:  0.121
Epoch  61 Batch  102/134 - Train Accuracy:  0.865, Validation Accuracy:  0.872, Loss:  0.116
Epoch  61 Batch  103/134 - Train Accuracy:  0.873, Validation Accuracy:  0.867, Loss:  0.110
Epoch  61 Batch  104/134 - Train Accuracy:  0.884, Validation Accuracy:  0.866, Loss:  0.111
Epoch  61 Batch  105/134 - Train Accuracy:  0.874, Validation Accuracy:  0.870, Loss:  0.118
Epoch  61 Batch  106/134 - Train Accuracy:  0.869, Validation Accuracy:  0.870, Loss:  0.115
Epoch  61 Batch  107/134 - Train Accuracy:  0.876, Validation Accuracy:  0.867, Loss:  0.114
Epoch  61 Batch  108/134 - Train Accuracy:  0.870, Validation Accuracy:  0.867, Loss:  0.118
Epoch  61 Batch  109/134 - Train Accuracy:  0.875, Validation Accuracy:  0.873, Loss:  0.110
Epoch  61 Batch  110/134 - Train Accuracy:  0.875, Validation Accuracy:  0.870, Loss:  0.113
Epoch  61 Batch  111/134 - Train Accuracy:  0.871, Validation Accuracy:  0.872, Loss:  0.116
Epoch  61 Batch  112/134 - Train Accuracy:  0.876, Validation Accuracy:  0.871, Loss:  0.108
Epoch  61 Batch  113/134 - Train Accuracy:  0.879, Validation Accuracy:  0.866, Loss:  0.106
Epoch  61 Batch  114/134 - Train Accuracy:  0.865, Validation Accuracy:  0.873, Loss:  0.116
Epoch  61 Batch  115/134 - Train Accuracy:  0.862, Validation Accuracy:  0.872, Loss:  0.119
Epoch  61 Batch  116/134 - Train Accuracy:  0.873, Validation Accuracy:  0.872, Loss:  0.116
Epoch  61 Batch  117/134 - Train Accuracy:  0.872, Validation Accuracy:  0.876, Loss:  0.109
Epoch  61 Batch  118/134 - Train Accuracy:  0.871, Validation Accuracy:  0.873, Loss:  0.110
Epoch  61 Batch  119/134 - Train Accuracy:  0.882, Validation Accuracy:  0.874, Loss:  0.100
Epoch  61 Batch  120/134 - Train Accuracy:  0.869, Validation Accuracy:  0.877, Loss:  0.116
Epoch  61 Batch  121/134 - Train Accuracy:  0.879, Validation Accuracy:  0.877, Loss:  0.111
Epoch  61 Batch  122/134 - Train Accuracy:  0.864, Validation Accuracy:  0.870, Loss:  0.114
Epoch  61 Batch  123/134 - Train Accuracy:  0.882, Validation Accuracy:  0.872, Loss:  0.110
Epoch  61 Batch  124/134 - Train Accuracy:  0.886, Validation Accuracy:  0.875, Loss:  0.100
Epoch  61 Batch  125/134 - Train Accuracy:  0.877, Validation Accuracy:  0.875, Loss:  0.110
Epoch  61 Batch  126/134 - Train Accuracy:  0.860, Validation Accuracy:  0.873, Loss:  0.116
Epoch  61 Batch  127/134 - Train Accuracy:  0.868, Validation Accuracy:  0.876, Loss:  0.107
Epoch  61 Batch  128/134 - Train Accuracy:  0.866, Validation Accuracy:  0.876, Loss:  0.119
Epoch  61 Batch  129/134 - Train Accuracy:  0.873, Validation Accuracy:  0.873, Loss:  0.113
Epoch  61 Batch  130/134 - Train Accuracy:  0.869, Validation Accuracy:  0.873, Loss:  0.110
Epoch  61 Batch  131/134 - Train Accuracy:  0.864, Validation Accuracy:  0.875, Loss:  0.121
Epoch  61 Batch  132/134 - Train Accuracy:  0.876, Validation Accuracy:  0.873, Loss:  0.112
Epoch  62 Batch    0/134 - Train Accuracy:  0.874, Validation Accuracy:  0.873, Loss:  0.114
Epoch  62 Batch    1/134 - Train Accuracy:  0.872, Validation Accuracy:  0.874, Loss:  0.120
Epoch  62 Batch    2/134 - Train Accuracy:  0.872, Validation Accuracy:  0.875, Loss:  0.110
Epoch  62 Batch    3/134 - Train Accuracy:  0.881, Validation Accuracy:  0.875, Loss:  0.111
Epoch  62 Batch    4/134 - Train Accuracy:  0.868, Validation Accuracy:  0.871, Loss:  0.115
Epoch  62 Batch    5/134 - Train Accuracy:  0.871, Validation Accuracy:  0.873, Loss:  0.117
Epoch  62 Batch    6/134 - Train Accuracy:  0.869, Validation Accuracy:  0.875, Loss:  0.106
Epoch  62 Batch    7/134 - Train Accuracy:  0.864, Validation Accuracy:  0.876, Loss:  0.110
Epoch  62 Batch    8/134 - Train Accuracy:  0.873, Validation Accuracy:  0.869, Loss:  0.111
Epoch  62 Batch    9/134 - Train Accuracy:  0.886, Validation Accuracy:  0.877, Loss:  0.103
Epoch  62 Batch   10/134 - Train Accuracy:  0.881, Validation Accuracy:  0.879, Loss:  0.112
Epoch  62 Batch   11/134 - Train Accuracy:  0.867, Validation Accuracy:  0.872, Loss:  0.108
Epoch  62 Batch   12/134 - Train Accuracy:  0.880, Validation Accuracy:  0.871, Loss:  0.109
Epoch  62 Batch   13/134 - Train Accuracy:  0.860, Validation Accuracy:  0.875, Loss:  0.118
Epoch  62 Batch   14/134 - Train Accuracy:  0.888, Validation Accuracy:  0.873, Loss:  0.112
Epoch  62 Batch   15/134 - Train Accuracy:  0.872, Validation Accuracy:  0.873, Loss:  0.106
Epoch  62 Batch   16/134 - Train Accuracy:  0.878, Validation Accuracy:  0.871, Loss:  0.105
Epoch  62 Batch   17/134 - Train Accuracy:  0.868, Validation Accuracy:  0.874, Loss:  0.120
Epoch  62 Batch   18/134 - Train Accuracy:  0.873, Validation Accuracy:  0.872, Loss:  0.110
Epoch  62 Batch   19/134 - Train Accuracy:  0.871, Validation Accuracy:  0.871, Loss:  0.117
Epoch  62 Batch   20/134 - Train Accuracy:  0.883, Validation Accuracy:  0.876, Loss:  0.109
Epoch  62 Batch   21/134 - Train Accuracy:  0.869, Validation Accuracy:  0.872, Loss:  0.112
Epoch  62 Batch   22/134 - Train Accuracy:  0.863, Validation Accuracy:  0.870, Loss:  0.114
Epoch  62 Batch   23/134 - Train Accuracy:  0.887, Validation Accuracy:  0.875, Loss:  0.103
Epoch  62 Batch   24/134 - Train Accuracy:  0.862, Validation Accuracy:  0.875, Loss:  0.114
Epoch  62 Batch   25/134 - Train Accuracy:  0.868, Validation Accuracy:  0.873, Loss:  0.105
Epoch  62 Batch   26/134 - Train Accuracy:  0.878, Validation Accuracy:  0.877, Loss:  0.116
Epoch  62 Batch   27/134 - Train Accuracy:  0.872, Validation Accuracy:  0.874, Loss:  0.112
Epoch  62 Batch   28/134 - Train Accuracy:  0.880, Validation Accuracy:  0.878, Loss:  0.114
Epoch  62 Batch   29/134 - Train Accuracy:  0.887, Validation Accuracy:  0.874, Loss:  0.101
Epoch  62 Batch   30/134 - Train Accuracy:  0.893, Validation Accuracy:  0.875, Loss:  0.105
Epoch  62 Batch   31/134 - Train Accuracy:  0.881, Validation Accuracy:  0.874, Loss:  0.111
Epoch  62 Batch   32/134 - Train Accuracy:  0.882, Validation Accuracy:  0.872, Loss:  0.107
Epoch  62 Batch   33/134 - Train Accuracy:  0.862, Validation Accuracy:  0.871, Loss:  0.122
Epoch  62 Batch   34/134 - Train Accuracy:  0.879, Validation Accuracy:  0.873, Loss:  0.119
Epoch  62 Batch   35/134 - Train Accuracy:  0.875, Validation Accuracy:  0.875, Loss:  0.115
Epoch  62 Batch   36/134 - Train Accuracy:  0.876, Validation Accuracy:  0.872, Loss:  0.110
Epoch  62 Batch   37/134 - Train Accuracy:  0.869, Validation Accuracy:  0.871, Loss:  0.114
Epoch  62 Batch   38/134 - Train Accuracy:  0.883, Validation Accuracy:  0.874, Loss:  0.107
Epoch  62 Batch   39/134 - Train Accuracy:  0.875, Validation Accuracy:  0.874, Loss:  0.111
Epoch  62 Batch   40/134 - Train Accuracy:  0.871, Validation Accuracy:  0.867, Loss:  0.111
Epoch  62 Batch   41/134 - Train Accuracy:  0.868, Validation Accuracy:  0.873, Loss:  0.122
Epoch  62 Batch   42/134 - Train Accuracy:  0.871, Validation Accuracy:  0.871, Loss:  0.110
Epoch  62 Batch   43/134 - Train Accuracy:  0.862, Validation Accuracy:  0.875, Loss:  0.116
Epoch  62 Batch   44/134 - Train Accuracy:  0.875, Validation Accuracy:  0.867, Loss:  0.110
Epoch  62 Batch   45/134 - Train Accuracy:  0.880, Validation Accuracy:  0.876, Loss:  0.109
Epoch  62 Batch   46/134 - Train Accuracy:  0.877, Validation Accuracy:  0.874, Loss:  0.110
Epoch  62 Batch   47/134 - Train Accuracy:  0.869, Validation Accuracy:  0.869, Loss:  0.114
Epoch  62 Batch   48/134 - Train Accuracy:  0.878, Validation Accuracy:  0.872, Loss:  0.113
Epoch  62 Batch   49/134 - Train Accuracy:  0.883, Validation Accuracy:  0.871, Loss:  0.111
Epoch  62 Batch   50/134 - Train Accuracy:  0.872, Validation Accuracy:  0.873, Loss:  0.114
Epoch  62 Batch   51/134 - Train Accuracy:  0.876, Validation Accuracy:  0.874, Loss:  0.109
Epoch  62 Batch   52/134 - Train Accuracy:  0.873, Validation Accuracy:  0.874, Loss:  0.111
Epoch  62 Batch   53/134 - Train Accuracy:  0.881, Validation Accuracy:  0.874, Loss:  0.108
Epoch  62 Batch   54/134 - Train Accuracy:  0.858, Validation Accuracy:  0.872, Loss:  0.112
Epoch  62 Batch   55/134 - Train Accuracy:  0.876, Validation Accuracy:  0.875, Loss:  0.118
Epoch  62 Batch   56/134 - Train Accuracy:  0.878, Validation Accuracy:  0.878, Loss:  0.110
Epoch  62 Batch   57/134 - Train Accuracy:  0.879, Validation Accuracy:  0.871, Loss:  0.112
Epoch  62 Batch   58/134 - Train Accuracy:  0.875, Validation Accuracy:  0.874, Loss:  0.111
Epoch  62 Batch   59/134 - Train Accuracy:  0.858, Validation Accuracy:  0.873, Loss:  0.112
Epoch  62 Batch   60/134 - Train Accuracy:  0.871, Validation Accuracy:  0.874, Loss:  0.108
Epoch  62 Batch   61/134 - Train Accuracy:  0.873, Validation Accuracy:  0.873, Loss:  0.105
Epoch  62 Batch   62/134 - Train Accuracy:  0.873, Validation Accuracy:  0.878, Loss:  0.112
Epoch  62 Batch   63/134 - Train Accuracy:  0.873, Validation Accuracy:  0.878, Loss:  0.109
Epoch  62 Batch   64/134 - Train Accuracy:  0.864, Validation Accuracy:  0.868, Loss:  0.112
Epoch  62 Batch   65/134 - Train Accuracy:  0.857, Validation Accuracy:  0.878, Loss:  0.115
Epoch  62 Batch   66/134 - Train Accuracy:  0.879, Validation Accuracy:  0.877, Loss:  0.107
Epoch  62 Batch   67/134 - Train Accuracy:  0.849, Validation Accuracy:  0.865, Loss:  0.120
Epoch  62 Batch   68/134 - Train Accuracy:  0.865, Validation Accuracy:  0.875, Loss:  0.122
Epoch  62 Batch   69/134 - Train Accuracy:  0.870, Validation Accuracy:  0.871, Loss:  0.119
Epoch  62 Batch   70/134 - Train Accuracy:  0.871, Validation Accuracy:  0.866, Loss:  0.108
Epoch  62 Batch   71/134 - Train Accuracy:  0.879, Validation Accuracy:  0.874, Loss:  0.104
Epoch  62 Batch   72/134 - Train Accuracy:  0.867, Validation Accuracy:  0.875, Loss:  0.110
Epoch  62 Batch   73/134 - Train Accuracy:  0.867, Validation Accuracy:  0.866, Loss:  0.111
Epoch  62 Batch   74/134 - Train Accuracy:  0.865, Validation Accuracy:  0.875, Loss:  0.118
Epoch  62 Batch   75/134 - Train Accuracy:  0.875, Validation Accuracy:  0.876, Loss:  0.112
Epoch  62 Batch   76/134 - Train Accuracy:  0.877, Validation Accuracy:  0.870, Loss:  0.107
Epoch  62 Batch   77/134 - Train Accuracy:  0.875, Validation Accuracy:  0.871, Loss:  0.106
Epoch  62 Batch   78/134 - Train Accuracy:  0.866, Validation Accuracy:  0.878, Loss:  0.116
Epoch  62 Batch   79/134 - Train Accuracy:  0.875, Validation Accuracy:  0.879, Loss:  0.109
Epoch  62 Batch   80/134 - Train Accuracy:  0.877, Validation Accuracy:  0.869, Loss:  0.111
Epoch  62 Batch   81/134 - Train Accuracy:  0.888, Validation Accuracy:  0.876, Loss:  0.112
Epoch  62 Batch   82/134 - Train Accuracy:  0.882, Validation Accuracy:  0.879, Loss:  0.106
Epoch  62 Batch   83/134 - Train Accuracy:  0.875, Validation Accuracy:  0.873, Loss:  0.111
Epoch  62 Batch   84/134 - Train Accuracy:  0.870, Validation Accuracy:  0.874, Loss:  0.109
Epoch  62 Batch   85/134 - Train Accuracy:  0.872, Validation Accuracy:  0.880, Loss:  0.116
Epoch  62 Batch   86/134 - Train Accuracy:  0.879, Validation Accuracy:  0.876, Loss:  0.109
Epoch  62 Batch   87/134 - Train Accuracy:  0.873, Validation Accuracy:  0.873, Loss:  0.120
Epoch  62 Batch   88/134 - Train Accuracy:  0.882, Validation Accuracy:  0.876, Loss:  0.104
Epoch  62 Batch   89/134 - Train Accuracy:  0.879, Validation Accuracy:  0.880, Loss:  0.107
Epoch  62 Batch   90/134 - Train Accuracy:  0.870, Validation Accuracy:  0.875, Loss:  0.111
Epoch  62 Batch   91/134 - Train Accuracy:  0.895, Validation Accuracy:  0.874, Loss:  0.094
Epoch  62 Batch   92/134 - Train Accuracy:  0.874, Validation Accuracy:  0.878, Loss:  0.106
Epoch  62 Batch   93/134 - Train Accuracy:  0.879, Validation Accuracy:  0.877, Loss:  0.110
Epoch  62 Batch   94/134 - Train Accuracy:  0.880, Validation Accuracy:  0.872, Loss:  0.108
Epoch  62 Batch   95/134 - Train Accuracy:  0.875, Validation Accuracy:  0.875, Loss:  0.108
Epoch  62 Batch   96/134 - Train Accuracy:  0.883, Validation Accuracy:  0.876, Loss:  0.105
Epoch  62 Batch   97/134 - Train Accuracy:  0.868, Validation Accuracy:  0.872, Loss:  0.109
Epoch  62 Batch   98/134 - Train Accuracy:  0.870, Validation Accuracy:  0.871, Loss:  0.114
Epoch  62 Batch   99/134 - Train Accuracy:  0.880, Validation Accuracy:  0.875, Loss:  0.112
Epoch  62 Batch  100/134 - Train Accuracy:  0.864, Validation Accuracy:  0.875, Loss:  0.112
Epoch  62 Batch  101/134 - Train Accuracy:  0.871, Validation Accuracy:  0.876, Loss:  0.116
Epoch  62 Batch  102/134 - Train Accuracy:  0.869, Validation Accuracy:  0.874, Loss:  0.112
Epoch  62 Batch  103/134 - Train Accuracy:  0.878, Validation Accuracy:  0.871, Loss:  0.106
Epoch  62 Batch  104/134 - Train Accuracy:  0.890, Validation Accuracy:  0.874, Loss:  0.107
Epoch  62 Batch  105/134 - Train Accuracy:  0.875, Validation Accuracy:  0.873, Loss:  0.114
Epoch  62 Batch  106/134 - Train Accuracy:  0.869, Validation Accuracy:  0.872, Loss:  0.111
Epoch  62 Batch  107/134 - Train Accuracy:  0.877, Validation Accuracy:  0.869, Loss:  0.110
Epoch  62 Batch  108/134 - Train Accuracy:  0.873, Validation Accuracy:  0.874, Loss:  0.114
Epoch  62 Batch  109/134 - Train Accuracy:  0.878, Validation Accuracy:  0.877, Loss:  0.105
Epoch  62 Batch  110/134 - Train Accuracy:  0.880, Validation Accuracy:  0.872, Loss:  0.109
Epoch  62 Batch  111/134 - Train Accuracy:  0.874, Validation Accuracy:  0.877, Loss:  0.112
Epoch  62 Batch  112/134 - Train Accuracy:  0.878, Validation Accuracy:  0.874, Loss:  0.104
Epoch  62 Batch  113/134 - Train Accuracy:  0.881, Validation Accuracy:  0.866, Loss:  0.103
Epoch  62 Batch  114/134 - Train Accuracy:  0.868, Validation Accuracy:  0.878, Loss:  0.112
Epoch  62 Batch  115/134 - Train Accuracy:  0.865, Validation Accuracy:  0.878, Loss:  0.114
Epoch  62 Batch  116/134 - Train Accuracy:  0.879, Validation Accuracy:  0.875, Loss:  0.112
Epoch  62 Batch  117/134 - Train Accuracy:  0.877, Validation Accuracy:  0.881, Loss:  0.105
Epoch  62 Batch  118/134 - Train Accuracy:  0.874, Validation Accuracy:  0.878, Loss:  0.106
Epoch  62 Batch  119/134 - Train Accuracy:  0.885, Validation Accuracy:  0.876, Loss:  0.096
Epoch  62 Batch  120/134 - Train Accuracy:  0.871, Validation Accuracy:  0.877, Loss:  0.111
Epoch  62 Batch  121/134 - Train Accuracy:  0.883, Validation Accuracy:  0.880, Loss:  0.107
Epoch  62 Batch  122/134 - Train Accuracy:  0.868, Validation Accuracy:  0.875, Loss:  0.109
Epoch  62 Batch  123/134 - Train Accuracy:  0.885, Validation Accuracy:  0.879, Loss:  0.106
Epoch  62 Batch  124/134 - Train Accuracy:  0.888, Validation Accuracy:  0.878, Loss:  0.096
Epoch  62 Batch  125/134 - Train Accuracy:  0.879, Validation Accuracy:  0.873, Loss:  0.106
Epoch  62 Batch  126/134 - Train Accuracy:  0.867, Validation Accuracy:  0.878, Loss:  0.112
Epoch  62 Batch  127/134 - Train Accuracy:  0.874, Validation Accuracy:  0.878, Loss:  0.104
Epoch  62 Batch  128/134 - Train Accuracy:  0.867, Validation Accuracy:  0.875, Loss:  0.114
Epoch  62 Batch  129/134 - Train Accuracy:  0.880, Validation Accuracy:  0.876, Loss:  0.110
Epoch  62 Batch  130/134 - Train Accuracy:  0.871, Validation Accuracy:  0.878, Loss:  0.106
Epoch  62 Batch  131/134 - Train Accuracy:  0.868, Validation Accuracy:  0.879, Loss:  0.117
Epoch  62 Batch  132/134 - Train Accuracy:  0.881, Validation Accuracy:  0.877, Loss:  0.108
Epoch  63 Batch    0/134 - Train Accuracy:  0.876, Validation Accuracy:  0.874, Loss:  0.109
Epoch  63 Batch    1/134 - Train Accuracy:  0.873, Validation Accuracy:  0.877, Loss:  0.116
Epoch  63 Batch    2/134 - Train Accuracy:  0.873, Validation Accuracy:  0.878, Loss:  0.106
Epoch  63 Batch    3/134 - Train Accuracy:  0.885, Validation Accuracy:  0.877, Loss:  0.107
Epoch  63 Batch    4/134 - Train Accuracy:  0.871, Validation Accuracy:  0.876, Loss:  0.111
Epoch  63 Batch    5/134 - Train Accuracy:  0.874, Validation Accuracy:  0.878, Loss:  0.113
Epoch  63 Batch    6/134 - Train Accuracy:  0.873, Validation Accuracy:  0.878, Loss:  0.101
Epoch  63 Batch    7/134 - Train Accuracy:  0.870, Validation Accuracy:  0.879, Loss:  0.106
Epoch  63 Batch    8/134 - Train Accuracy:  0.876, Validation Accuracy:  0.871, Loss:  0.106
Epoch  63 Batch    9/134 - Train Accuracy:  0.888, Validation Accuracy:  0.881, Loss:  0.099
Epoch  63 Batch   10/134 - Train Accuracy:  0.882, Validation Accuracy:  0.879, Loss:  0.108
Epoch  63 Batch   11/134 - Train Accuracy:  0.872, Validation Accuracy:  0.878, Loss:  0.104
Epoch  63 Batch   12/134 - Train Accuracy:  0.887, Validation Accuracy:  0.877, Loss:  0.104
Epoch  63 Batch   13/134 - Train Accuracy:  0.861, Validation Accuracy:  0.879, Loss:  0.114
Epoch  63 Batch   14/134 - Train Accuracy:  0.888, Validation Accuracy:  0.878, Loss:  0.109
Epoch  63 Batch   15/134 - Train Accuracy:  0.876, Validation Accuracy:  0.879, Loss:  0.102
Epoch  63 Batch   16/134 - Train Accuracy:  0.880, Validation Accuracy:  0.875, Loss:  0.101
Epoch  63 Batch   17/134 - Train Accuracy:  0.871, Validation Accuracy:  0.879, Loss:  0.117
Epoch  63 Batch   18/134 - Train Accuracy:  0.877, Validation Accuracy:  0.876, Loss:  0.106
Epoch  63 Batch   19/134 - Train Accuracy:  0.874, Validation Accuracy:  0.874, Loss:  0.113
Epoch  63 Batch   20/134 - Train Accuracy:  0.885, Validation Accuracy:  0.877, Loss:  0.105
Epoch  63 Batch   21/134 - Train Accuracy:  0.874, Validation Accuracy:  0.878, Loss:  0.108
Epoch  63 Batch   22/134 - Train Accuracy:  0.866, Validation Accuracy:  0.871, Loss:  0.109
Epoch  63 Batch   23/134 - Train Accuracy:  0.889, Validation Accuracy:  0.879, Loss:  0.099
Epoch  63 Batch   24/134 - Train Accuracy:  0.866, Validation Accuracy:  0.877, Loss:  0.110
Epoch  63 Batch   25/134 - Train Accuracy:  0.870, Validation Accuracy:  0.874, Loss:  0.101
Epoch  63 Batch   26/134 - Train Accuracy:  0.880, Validation Accuracy:  0.878, Loss:  0.112
Epoch  63 Batch   27/134 - Train Accuracy:  0.875, Validation Accuracy:  0.879, Loss:  0.108
Epoch  63 Batch   28/134 - Train Accuracy:  0.883, Validation Accuracy:  0.877, Loss:  0.110
Epoch  63 Batch   29/134 - Train Accuracy:  0.890, Validation Accuracy:  0.878, Loss:  0.097
Epoch  63 Batch   30/134 - Train Accuracy:  0.894, Validation Accuracy:  0.878, Loss:  0.101
Epoch  63 Batch   31/134 - Train Accuracy:  0.881, Validation Accuracy:  0.877, Loss:  0.107
Epoch  63 Batch   32/134 - Train Accuracy:  0.884, Validation Accuracy:  0.876, Loss:  0.103
Epoch  63 Batch   33/134 - Train Accuracy:  0.865, Validation Accuracy:  0.874, Loss:  0.118
Epoch  63 Batch   34/134 - Train Accuracy:  0.883, Validation Accuracy:  0.877, Loss:  0.114
Epoch  63 Batch   35/134 - Train Accuracy:  0.878, Validation Accuracy:  0.876, Loss:  0.111
Epoch  63 Batch   36/134 - Train Accuracy:  0.883, Validation Accuracy:  0.877, Loss:  0.106
Epoch  63 Batch   37/134 - Train Accuracy:  0.873, Validation Accuracy:  0.878, Loss:  0.110
Epoch  63 Batch   38/134 - Train Accuracy:  0.885, Validation Accuracy:  0.873, Loss:  0.103
Epoch  63 Batch   39/134 - Train Accuracy:  0.882, Validation Accuracy:  0.877, Loss:  0.107
Epoch  63 Batch   40/134 - Train Accuracy:  0.875, Validation Accuracy:  0.878, Loss:  0.107
Epoch  63 Batch   41/134 - Train Accuracy:  0.871, Validation Accuracy:  0.877, Loss:  0.118
Epoch  63 Batch   42/134 - Train Accuracy:  0.875, Validation Accuracy:  0.878, Loss:  0.105
Epoch  63 Batch   43/134 - Train Accuracy:  0.867, Validation Accuracy:  0.878, Loss:  0.112
Epoch  63 Batch   44/134 - Train Accuracy:  0.878, Validation Accuracy:  0.872, Loss:  0.106
Epoch  63 Batch   45/134 - Train Accuracy:  0.884, Validation Accuracy:  0.877, Loss:  0.105
Epoch  63 Batch   46/134 - Train Accuracy:  0.884, Validation Accuracy:  0.880, Loss:  0.106
Epoch  63 Batch   47/134 - Train Accuracy:  0.874, Validation Accuracy:  0.876, Loss:  0.110
Epoch  63 Batch   48/134 - Train Accuracy:  0.882, Validation Accuracy:  0.876, Loss:  0.108
Epoch  63 Batch   49/134 - Train Accuracy:  0.886, Validation Accuracy:  0.877, Loss:  0.106
Epoch  63 Batch   50/134 - Train Accuracy:  0.873, Validation Accuracy:  0.874, Loss:  0.110
Epoch  63 Batch   51/134 - Train Accuracy:  0.881, Validation Accuracy:  0.880, Loss:  0.106
Epoch  63 Batch   52/134 - Train Accuracy:  0.879, Validation Accuracy:  0.877, Loss:  0.107
Epoch  63 Batch   53/134 - Train Accuracy:  0.883, Validation Accuracy:  0.876, Loss:  0.104
Epoch  63 Batch   54/134 - Train Accuracy:  0.865, Validation Accuracy:  0.878, Loss:  0.109
Epoch  63 Batch   55/134 - Train Accuracy:  0.878, Validation Accuracy:  0.876, Loss:  0.113
Epoch  63 Batch   56/134 - Train Accuracy:  0.878, Validation Accuracy:  0.877, Loss:  0.106
Epoch  63 Batch   57/134 - Train Accuracy:  0.887, Validation Accuracy:  0.878, Loss:  0.107
Epoch  63 Batch   58/134 - Train Accuracy:  0.878, Validation Accuracy:  0.879, Loss:  0.106
Epoch  63 Batch   59/134 - Train Accuracy:  0.866, Validation Accuracy:  0.878, Loss:  0.108
Epoch  63 Batch   60/134 - Train Accuracy:  0.873, Validation Accuracy:  0.875, Loss:  0.103
Epoch  63 Batch   61/134 - Train Accuracy:  0.876, Validation Accuracy:  0.880, Loss:  0.101
Epoch  63 Batch   62/134 - Train Accuracy:  0.875, Validation Accuracy:  0.884, Loss:  0.107
Epoch  63 Batch   63/134 - Train Accuracy:  0.879, Validation Accuracy:  0.880, Loss:  0.104
Epoch  63 Batch   64/134 - Train Accuracy:  0.871, Validation Accuracy:  0.875, Loss:  0.108
Epoch  63 Batch   65/134 - Train Accuracy:  0.861, Validation Accuracy:  0.880, Loss:  0.109
Epoch  63 Batch   66/134 - Train Accuracy:  0.881, Validation Accuracy:  0.878, Loss:  0.102
Epoch  63 Batch   67/134 - Train Accuracy:  0.856, Validation Accuracy:  0.872, Loss:  0.115
Epoch  63 Batch   68/134 - Train Accuracy:  0.873, Validation Accuracy:  0.881, Loss:  0.115
Epoch  63 Batch   69/134 - Train Accuracy:  0.876, Validation Accuracy:  0.880, Loss:  0.112
Epoch  63 Batch   70/134 - Train Accuracy:  0.872, Validation Accuracy:  0.876, Loss:  0.104
Epoch  63 Batch   71/134 - Train Accuracy:  0.887, Validation Accuracy:  0.879, Loss:  0.099
Epoch  63 Batch   72/134 - Train Accuracy:  0.871, Validation Accuracy:  0.881, Loss:  0.105
Epoch  63 Batch   73/134 - Train Accuracy:  0.873, Validation Accuracy:  0.878, Loss:  0.107
Epoch  63 Batch   74/134 - Train Accuracy:  0.865, Validation Accuracy:  0.878, Loss:  0.113
Epoch  63 Batch   75/134 - Train Accuracy:  0.881, Validation Accuracy:  0.881, Loss:  0.107
Epoch  63 Batch   76/134 - Train Accuracy:  0.884, Validation Accuracy:  0.878, Loss:  0.103
Epoch  63 Batch   77/134 - Train Accuracy:  0.880, Validation Accuracy:  0.880, Loss:  0.101
Epoch  63 Batch   78/134 - Train Accuracy:  0.868, Validation Accuracy:  0.881, Loss:  0.111
Epoch  63 Batch   79/134 - Train Accuracy:  0.877, Validation Accuracy:  0.877, Loss:  0.105
Epoch  63 Batch   80/134 - Train Accuracy:  0.884, Validation Accuracy:  0.876, Loss:  0.106
Epoch  63 Batch   81/134 - Train Accuracy:  0.891, Validation Accuracy:  0.880, Loss:  0.108
Epoch  63 Batch   82/134 - Train Accuracy:  0.887, Validation Accuracy:  0.881, Loss:  0.103
Epoch  63 Batch   83/134 - Train Accuracy:  0.880, Validation Accuracy:  0.879, Loss:  0.107
Epoch  63 Batch   84/134 - Train Accuracy:  0.879, Validation Accuracy:  0.883, Loss:  0.106
Epoch  63 Batch   85/134 - Train Accuracy:  0.878, Validation Accuracy:  0.884, Loss:  0.111
Epoch  63 Batch   86/134 - Train Accuracy:  0.884, Validation Accuracy:  0.880, Loss:  0.105
Epoch  63 Batch   87/134 - Train Accuracy:  0.877, Validation Accuracy:  0.882, Loss:  0.116
Epoch  63 Batch   88/134 - Train Accuracy:  0.886, Validation Accuracy:  0.880, Loss:  0.100
Epoch  63 Batch   89/134 - Train Accuracy:  0.884, Validation Accuracy:  0.879, Loss:  0.104
Epoch  63 Batch   90/134 - Train Accuracy:  0.874, Validation Accuracy:  0.880, Loss:  0.107
Epoch  63 Batch   91/134 - Train Accuracy:  0.899, Validation Accuracy:  0.882, Loss:  0.090
Epoch  63 Batch   92/134 - Train Accuracy:  0.878, Validation Accuracy:  0.881, Loss:  0.102
Epoch  63 Batch   93/134 - Train Accuracy:  0.882, Validation Accuracy:  0.876, Loss:  0.106
Epoch  63 Batch   94/134 - Train Accuracy:  0.886, Validation Accuracy:  0.878, Loss:  0.104
Epoch  63 Batch   95/134 - Train Accuracy:  0.878, Validation Accuracy:  0.880, Loss:  0.103
Epoch  63 Batch   96/134 - Train Accuracy:  0.883, Validation Accuracy:  0.873, Loss:  0.102
Epoch  63 Batch   97/134 - Train Accuracy:  0.871, Validation Accuracy:  0.878, Loss:  0.106
Epoch  63 Batch   98/134 - Train Accuracy:  0.871, Validation Accuracy:  0.877, Loss:  0.109
Epoch  63 Batch   99/134 - Train Accuracy:  0.877, Validation Accuracy:  0.872, Loss:  0.109
Epoch  63 Batch  100/134 - Train Accuracy:  0.865, Validation Accuracy:  0.879, Loss:  0.109
Epoch  63 Batch  101/134 - Train Accuracy:  0.875, Validation Accuracy:  0.880, Loss:  0.111
Epoch  63 Batch  102/134 - Train Accuracy:  0.871, Validation Accuracy:  0.872, Loss:  0.109
Epoch  63 Batch  103/134 - Train Accuracy:  0.876, Validation Accuracy:  0.871, Loss:  0.103
Epoch  63 Batch  104/134 - Train Accuracy:  0.889, Validation Accuracy:  0.875, Loss:  0.103
Epoch  63 Batch  105/134 - Train Accuracy:  0.876, Validation Accuracy:  0.871, Loss:  0.114
Epoch  63 Batch  106/134 - Train Accuracy:  0.871, Validation Accuracy:  0.871, Loss:  0.107
Epoch  63 Batch  107/134 - Train Accuracy:  0.882, Validation Accuracy:  0.874, Loss:  0.107
Epoch  63 Batch  108/134 - Train Accuracy:  0.877, Validation Accuracy:  0.871, Loss:  0.111
Epoch  63 Batch  109/134 - Train Accuracy:  0.882, Validation Accuracy:  0.874, Loss:  0.102
Epoch  63 Batch  110/134 - Train Accuracy:  0.887, Validation Accuracy:  0.879, Loss:  0.105
Epoch  63 Batch  111/134 - Train Accuracy:  0.881, Validation Accuracy:  0.879, Loss:  0.108
Epoch  63 Batch  112/134 - Train Accuracy:  0.880, Validation Accuracy:  0.870, Loss:  0.100
Epoch  63 Batch  113/134 - Train Accuracy:  0.885, Validation Accuracy:  0.875, Loss:  0.100
Epoch  63 Batch  114/134 - Train Accuracy:  0.870, Validation Accuracy:  0.881, Loss:  0.108
Epoch  63 Batch  115/134 - Train Accuracy:  0.865, Validation Accuracy:  0.874, Loss:  0.111
Epoch  63 Batch  116/134 - Train Accuracy:  0.881, Validation Accuracy:  0.879, Loss:  0.108
Epoch  63 Batch  117/134 - Train Accuracy:  0.880, Validation Accuracy:  0.878, Loss:  0.101
Epoch  63 Batch  118/134 - Train Accuracy:  0.880, Validation Accuracy:  0.877, Loss:  0.104
Epoch  63 Batch  119/134 - Train Accuracy:  0.887, Validation Accuracy:  0.873, Loss:  0.093
Epoch  63 Batch  120/134 - Train Accuracy:  0.872, Validation Accuracy:  0.878, Loss:  0.108
Epoch  63 Batch  121/134 - Train Accuracy:  0.885, Validation Accuracy:  0.881, Loss:  0.104
Epoch  63 Batch  122/134 - Train Accuracy:  0.862, Validation Accuracy:  0.868, Loss:  0.105
Epoch  63 Batch  123/134 - Train Accuracy:  0.889, Validation Accuracy:  0.879, Loss:  0.104
Epoch  63 Batch  124/134 - Train Accuracy:  0.891, Validation Accuracy:  0.880, Loss:  0.092
Epoch  63 Batch  125/134 - Train Accuracy:  0.878, Validation Accuracy:  0.869, Loss:  0.102
Epoch  63 Batch  126/134 - Train Accuracy:  0.871, Validation Accuracy:  0.880, Loss:  0.109
Epoch  63 Batch  127/134 - Train Accuracy:  0.877, Validation Accuracy:  0.879, Loss:  0.100
Epoch  63 Batch  128/134 - Train Accuracy:  0.868, Validation Accuracy:  0.872, Loss:  0.111
Epoch  63 Batch  129/134 - Train Accuracy:  0.883, Validation Accuracy:  0.878, Loss:  0.106
Epoch  63 Batch  130/134 - Train Accuracy:  0.872, Validation Accuracy:  0.882, Loss:  0.102
Epoch  63 Batch  131/134 - Train Accuracy:  0.874, Validation Accuracy:  0.876, Loss:  0.114
Epoch  63 Batch  132/134 - Train Accuracy:  0.883, Validation Accuracy:  0.876, Loss:  0.104
Epoch  64 Batch    0/134 - Train Accuracy:  0.879, Validation Accuracy:  0.878, Loss:  0.106
Epoch  64 Batch    1/134 - Train Accuracy:  0.875, Validation Accuracy:  0.878, Loss:  0.111
Epoch  64 Batch    2/134 - Train Accuracy:  0.877, Validation Accuracy:  0.877, Loss:  0.103
Epoch  64 Batch    3/134 - Train Accuracy:  0.889, Validation Accuracy:  0.881, Loss:  0.104
Epoch  64 Batch    4/134 - Train Accuracy:  0.873, Validation Accuracy:  0.878, Loss:  0.107
Epoch  64 Batch    5/134 - Train Accuracy:  0.875, Validation Accuracy:  0.880, Loss:  0.109
Epoch  64 Batch    6/134 - Train Accuracy:  0.877, Validation Accuracy:  0.879, Loss:  0.099
Epoch  64 Batch    7/134 - Train Accuracy:  0.874, Validation Accuracy:  0.879, Loss:  0.102
Epoch  64 Batch    8/134 - Train Accuracy:  0.879, Validation Accuracy:  0.876, Loss:  0.103
Epoch  64 Batch    9/134 - Train Accuracy:  0.892, Validation Accuracy:  0.884, Loss:  0.097
Epoch  64 Batch   10/134 - Train Accuracy:  0.882, Validation Accuracy:  0.881, Loss:  0.104
Epoch  64 Batch   11/134 - Train Accuracy:  0.874, Validation Accuracy:  0.880, Loss:  0.101
Epoch  64 Batch   12/134 - Train Accuracy:  0.889, Validation Accuracy:  0.879, Loss:  0.101
Epoch  64 Batch   13/134 - Train Accuracy:  0.864, Validation Accuracy:  0.880, Loss:  0.110
Epoch  64 Batch   14/134 - Train Accuracy:  0.890, Validation Accuracy:  0.879, Loss:  0.106
Epoch  64 Batch   15/134 - Train Accuracy:  0.877, Validation Accuracy:  0.879, Loss:  0.100
Epoch  64 Batch   16/134 - Train Accuracy:  0.881, Validation Accuracy:  0.880, Loss:  0.098
Epoch  64 Batch   17/134 - Train Accuracy:  0.875, Validation Accuracy:  0.881, Loss:  0.114
Epoch  64 Batch   18/134 - Train Accuracy:  0.881, Validation Accuracy:  0.877, Loss:  0.103
Epoch  64 Batch   19/134 - Train Accuracy:  0.874, Validation Accuracy:  0.879, Loss:  0.110
Epoch  64 Batch   20/134 - Train Accuracy:  0.887, Validation Accuracy:  0.880, Loss:  0.101
Epoch  64 Batch   21/134 - Train Accuracy:  0.878, Validation Accuracy:  0.881, Loss:  0.104
Epoch  64 Batch   22/134 - Train Accuracy:  0.868, Validation Accuracy:  0.876, Loss:  0.105
Epoch  64 Batch   23/134 - Train Accuracy:  0.892, Validation Accuracy:  0.880, Loss:  0.095
Epoch  64 Batch   24/134 - Train Accuracy:  0.867, Validation Accuracy:  0.876, Loss:  0.107
Epoch  64 Batch   25/134 - Train Accuracy:  0.872, Validation Accuracy:  0.876, Loss:  0.098
Epoch  64 Batch   26/134 - Train Accuracy:  0.884, Validation Accuracy:  0.883, Loss:  0.108
Epoch  64 Batch   27/134 - Train Accuracy:  0.880, Validation Accuracy:  0.878, Loss:  0.105
Epoch  64 Batch   28/134 - Train Accuracy:  0.885, Validation Accuracy:  0.881, Loss:  0.106
Epoch  64 Batch   29/134 - Train Accuracy:  0.892, Validation Accuracy:  0.883, Loss:  0.094
Epoch  64 Batch   30/134 - Train Accuracy:  0.894, Validation Accuracy:  0.880, Loss:  0.098
Epoch  64 Batch   31/134 - Train Accuracy:  0.879, Validation Accuracy:  0.878, Loss:  0.103
Epoch  64 Batch   32/134 - Train Accuracy:  0.888, Validation Accuracy:  0.880, Loss:  0.100
Epoch  64 Batch   33/134 - Train Accuracy:  0.868, Validation Accuracy:  0.879, Loss:  0.114
Epoch  64 Batch   34/134 - Train Accuracy:  0.882, Validation Accuracy:  0.876, Loss:  0.110
Epoch  64 Batch   35/134 - Train Accuracy:  0.879, Validation Accuracy:  0.879, Loss:  0.107
Epoch  64 Batch   36/134 - Train Accuracy:  0.884, Validation Accuracy:  0.881, Loss:  0.102
Epoch  64 Batch   37/134 - Train Accuracy:  0.875, Validation Accuracy:  0.877, Loss:  0.106
Epoch  64 Batch   38/134 - Train Accuracy:  0.890, Validation Accuracy:  0.876, Loss:  0.099
Epoch  64 Batch   39/134 - Train Accuracy:  0.885, Validation Accuracy:  0.880, Loss:  0.103
Epoch  64 Batch   40/134 - Train Accuracy:  0.879, Validation Accuracy:  0.877, Loss:  0.103
Epoch  64 Batch   41/134 - Train Accuracy:  0.871, Validation Accuracy:  0.876, Loss:  0.114
Epoch  64 Batch   42/134 - Train Accuracy:  0.878, Validation Accuracy:  0.881, Loss:  0.101
Epoch  64 Batch   43/134 - Train Accuracy:  0.868, Validation Accuracy:  0.879, Loss:  0.108
Epoch  64 Batch   44/134 - Train Accuracy:  0.879, Validation Accuracy:  0.873, Loss:  0.102
Epoch  64 Batch   45/134 - Train Accuracy:  0.889, Validation Accuracy:  0.878, Loss:  0.101
Epoch  64 Batch   46/134 - Train Accuracy:  0.885, Validation Accuracy:  0.883, Loss:  0.102
Epoch  64 Batch   47/134 - Train Accuracy:  0.872, Validation Accuracy:  0.876, Loss:  0.105
Epoch  64 Batch   48/134 - Train Accuracy:  0.887, Validation Accuracy:  0.880, Loss:  0.105
Epoch  64 Batch   49/134 - Train Accuracy:  0.889, Validation Accuracy:  0.879, Loss:  0.102
Epoch  64 Batch   50/134 - Train Accuracy:  0.875, Validation Accuracy:  0.873, Loss:  0.105
Epoch  64 Batch   51/134 - Train Accuracy:  0.883, Validation Accuracy:  0.881, Loss:  0.102
Epoch  64 Batch   52/134 - Train Accuracy:  0.884, Validation Accuracy:  0.880, Loss:  0.104
Epoch  64 Batch   53/134 - Train Accuracy:  0.887, Validation Accuracy:  0.880, Loss:  0.099
Epoch  64 Batch   54/134 - Train Accuracy:  0.867, Validation Accuracy:  0.881, Loss:  0.105
Epoch  64 Batch   55/134 - Train Accuracy:  0.879, Validation Accuracy:  0.877, Loss:  0.109
Epoch  64 Batch   56/134 - Train Accuracy:  0.881, Validation Accuracy:  0.880, Loss:  0.103
Epoch  64 Batch   57/134 - Train Accuracy:  0.889, Validation Accuracy:  0.884, Loss:  0.103
Epoch  64 Batch   58/134 - Train Accuracy:  0.881, Validation Accuracy:  0.880, Loss:  0.102
Epoch  64 Batch   59/134 - Train Accuracy:  0.865, Validation Accuracy:  0.879, Loss:  0.104
Epoch  64 Batch   60/134 - Train Accuracy:  0.877, Validation Accuracy:  0.881, Loss:  0.099
Epoch  64 Batch   61/134 - Train Accuracy:  0.880, Validation Accuracy:  0.881, Loss:  0.096
Epoch  64 Batch   62/134 - Train Accuracy:  0.877, Validation Accuracy:  0.884, Loss:  0.103
Epoch  64 Batch   63/134 - Train Accuracy:  0.881, Validation Accuracy:  0.882, Loss:  0.101
Epoch  64 Batch   64/134 - Train Accuracy:  0.876, Validation Accuracy:  0.878, Loss:  0.104
Epoch  64 Batch   65/134 - Train Accuracy:  0.864, Validation Accuracy:  0.881, Loss:  0.106
Epoch  64 Batch   66/134 - Train Accuracy:  0.886, Validation Accuracy:  0.881, Loss:  0.099
Epoch  64 Batch   67/134 - Train Accuracy:  0.858, Validation Accuracy:  0.875, Loss:  0.110
Epoch  64 Batch   68/134 - Train Accuracy:  0.870, Validation Accuracy:  0.879, Loss:  0.112
Epoch  64 Batch   69/134 - Train Accuracy:  0.851, Validation Accuracy:  0.847, Loss:  0.113
Epoch  64 Batch   70/134 - Train Accuracy:  0.846, Validation Accuracy:  0.844, Loss:  0.132
Epoch  64 Batch   71/134 - Train Accuracy:  0.832, Validation Accuracy:  0.826, Loss:  0.223
Epoch  64 Batch   72/134 - Train Accuracy:  0.801, Validation Accuracy:  0.806, Loss:  0.163
Epoch  64 Batch   73/134 - Train Accuracy:  0.795, Validation Accuracy:  0.793, Loss:  0.263
Epoch  64 Batch   74/134 - Train Accuracy:  0.777, Validation Accuracy:  0.794, Loss:  0.290
Epoch  64 Batch   75/134 - Train Accuracy:  0.817, Validation Accuracy:  0.809, Loss:  0.185
Epoch  64 Batch   76/134 - Train Accuracy:  0.781, Validation Accuracy:  0.787, Loss:  0.278
Epoch  64 Batch   77/134 - Train Accuracy:  0.769, Validation Accuracy:  0.752, Loss:  0.277
Epoch  64 Batch   78/134 - Train Accuracy:  0.719, Validation Accuracy:  0.741, Loss:  0.286
Epoch  64 Batch   79/134 - Train Accuracy:  0.801, Validation Accuracy:  0.797, Loss:  0.305
Epoch  64 Batch   80/134 - Train Accuracy:  0.737, Validation Accuracy:  0.750, Loss:  0.241
Epoch  64 Batch   81/134 - Train Accuracy:  0.756, Validation Accuracy:  0.767, Loss:  0.301
Epoch  64 Batch   82/134 - Train Accuracy:  0.807, Validation Accuracy:  0.794, Loss:  0.216
Epoch  64 Batch   83/134 - Train Accuracy:  0.775, Validation Accuracy:  0.776, Loss:  0.188
Epoch  64 Batch   84/134 - Train Accuracy:  0.802, Validation Accuracy:  0.804, Loss:  0.231
Epoch  64 Batch   85/134 - Train Accuracy:  0.774, Validation Accuracy:  0.791, Loss:  0.177
Epoch  64 Batch   86/134 - Train Accuracy:  0.791, Validation Accuracy:  0.803, Loss:  0.184
Epoch  64 Batch   87/134 - Train Accuracy:  0.785, Validation Accuracy:  0.797, Loss:  0.181
Epoch  64 Batch   88/134 - Train Accuracy:  0.838, Validation Accuracy:  0.825, Loss:  0.173
Epoch  64 Batch   89/134 - Train Accuracy:  0.805, Validation Accuracy:  0.797, Loss:  0.146
Epoch  64 Batch   90/134 - Train Accuracy:  0.805, Validation Accuracy:  0.813, Loss:  0.160
Epoch  64 Batch   91/134 - Train Accuracy:  0.853, Validation Accuracy:  0.827, Loss:  0.140
Epoch  64 Batch   92/134 - Train Accuracy:  0.844, Validation Accuracy:  0.839, Loss:  0.147
Epoch  64 Batch   93/134 - Train Accuracy:  0.830, Validation Accuracy:  0.829, Loss:  0.128
Epoch  64 Batch   94/134 - Train Accuracy:  0.837, Validation Accuracy:  0.834, Loss:  0.139
Epoch  64 Batch   95/134 - Train Accuracy:  0.833, Validation Accuracy:  0.829, Loss:  0.132
Epoch  64 Batch   96/134 - Train Accuracy:  0.854, Validation Accuracy:  0.835, Loss:  0.132
Epoch  64 Batch   97/134 - Train Accuracy:  0.827, Validation Accuracy:  0.834, Loss:  0.128
Epoch  64 Batch   98/134 - Train Accuracy:  0.831, Validation Accuracy:  0.847, Loss:  0.133
Epoch  64 Batch   99/134 - Train Accuracy:  0.852, Validation Accuracy:  0.840, Loss:  0.124
Epoch  64 Batch  100/134 - Train Accuracy:  0.842, Validation Accuracy:  0.850, Loss:  0.135
Epoch  64 Batch  101/134 - Train Accuracy:  0.843, Validation Accuracy:  0.844, Loss:  0.128
Epoch  64 Batch  102/134 - Train Accuracy:  0.857, Validation Accuracy:  0.854, Loss:  0.121
Epoch  64 Batch  103/134 - Train Accuracy:  0.860, Validation Accuracy:  0.848, Loss:  0.114
Epoch  64 Batch  104/134 - Train Accuracy:  0.867, Validation Accuracy:  0.853, Loss:  0.117
Epoch  64 Batch  105/134 - Train Accuracy:  0.854, Validation Accuracy:  0.850, Loss:  0.122
Epoch  64 Batch  106/134 - Train Accuracy:  0.860, Validation Accuracy:  0.867, Loss:  0.118
Epoch  64 Batch  107/134 - Train Accuracy:  0.866, Validation Accuracy:  0.862, Loss:  0.112
Epoch  64 Batch  108/134 - Train Accuracy:  0.861, Validation Accuracy:  0.867, Loss:  0.120
Epoch  64 Batch  109/134 - Train Accuracy:  0.865, Validation Accuracy:  0.859, Loss:  0.108
Epoch  64 Batch  110/134 - Train Accuracy:  0.868, Validation Accuracy:  0.867, Loss:  0.115
Epoch  64 Batch  111/134 - Train Accuracy:  0.865, Validation Accuracy:  0.862, Loss:  0.114
Epoch  64 Batch  112/134 - Train Accuracy:  0.871, Validation Accuracy:  0.860, Loss:  0.106
Epoch  64 Batch  113/134 - Train Accuracy:  0.864, Validation Accuracy:  0.857, Loss:  0.108
Epoch  64 Batch  114/134 - Train Accuracy:  0.855, Validation Accuracy:  0.861, Loss:  0.126
Epoch  64 Batch  115/134 - Train Accuracy:  0.845, Validation Accuracy:  0.858, Loss:  0.120
Epoch  64 Batch  116/134 - Train Accuracy:  0.845, Validation Accuracy:  0.850, Loss:  0.124
Epoch  64 Batch  117/134 - Train Accuracy:  0.856, Validation Accuracy:  0.855, Loss:  0.123
Epoch  64 Batch  118/134 - Train Accuracy:  0.852, Validation Accuracy:  0.846, Loss:  0.122
Epoch  64 Batch  119/134 - Train Accuracy:  0.864, Validation Accuracy:  0.848, Loss:  0.110
Epoch  64 Batch  120/134 - Train Accuracy:  0.848, Validation Accuracy:  0.848, Loss:  0.124
Epoch  64 Batch  121/134 - Train Accuracy:  0.860, Validation Accuracy:  0.851, Loss:  0.123
Epoch  64 Batch  122/134 - Train Accuracy:  0.844, Validation Accuracy:  0.851, Loss:  0.125
Epoch  64 Batch  123/134 - Train Accuracy:  0.855, Validation Accuracy:  0.850, Loss:  0.117
Epoch  64 Batch  124/134 - Train Accuracy:  0.876, Validation Accuracy:  0.856, Loss:  0.109
Epoch  64 Batch  125/134 - Train Accuracy:  0.871, Validation Accuracy:  0.858, Loss:  0.116
Epoch  64 Batch  126/134 - Train Accuracy:  0.850, Validation Accuracy:  0.863, Loss:  0.121
Epoch  64 Batch  127/134 - Train Accuracy:  0.864, Validation Accuracy:  0.860, Loss:  0.109
Epoch  64 Batch  128/134 - Train Accuracy:  0.858, Validation Accuracy:  0.864, Loss:  0.120
Epoch  64 Batch  129/134 - Train Accuracy:  0.867, Validation Accuracy:  0.863, Loss:  0.116
Epoch  64 Batch  130/134 - Train Accuracy:  0.865, Validation Accuracy:  0.860, Loss:  0.111
Epoch  64 Batch  131/134 - Train Accuracy:  0.855, Validation Accuracy:  0.858, Loss:  0.120
Epoch  64 Batch  132/134 - Train Accuracy:  0.872, Validation Accuracy:  0.864, Loss:  0.109
Epoch  65 Batch    0/134 - Train Accuracy:  0.867, Validation Accuracy:  0.866, Loss:  0.112
Epoch  65 Batch    1/134 - Train Accuracy:  0.866, Validation Accuracy:  0.869, Loss:  0.116
Epoch  65 Batch    2/134 - Train Accuracy:  0.872, Validation Accuracy:  0.870, Loss:  0.105
Epoch  65 Batch    3/134 - Train Accuracy:  0.881, Validation Accuracy:  0.876, Loss:  0.107
Epoch  65 Batch    4/134 - Train Accuracy:  0.874, Validation Accuracy:  0.876, Loss:  0.110
Epoch  65 Batch    5/134 - Train Accuracy:  0.874, Validation Accuracy:  0.873, Loss:  0.111
Epoch  65 Batch    6/134 - Train Accuracy:  0.871, Validation Accuracy:  0.874, Loss:  0.102
Epoch  65 Batch    7/134 - Train Accuracy:  0.873, Validation Accuracy:  0.875, Loss:  0.104
Epoch  65 Batch    8/134 - Train Accuracy:  0.876, Validation Accuracy:  0.872, Loss:  0.104
Epoch  65 Batch    9/134 - Train Accuracy:  0.885, Validation Accuracy:  0.874, Loss:  0.096
Epoch  65 Batch   10/134 - Train Accuracy:  0.881, Validation Accuracy:  0.878, Loss:  0.106
Epoch  65 Batch   11/134 - Train Accuracy:  0.876, Validation Accuracy:  0.879, Loss:  0.101
Epoch  65 Batch   12/134 - Train Accuracy:  0.881, Validation Accuracy:  0.880, Loss:  0.103
Epoch  65 Batch   13/134 - Train Accuracy:  0.861, Validation Accuracy:  0.878, Loss:  0.110
Epoch  65 Batch   14/134 - Train Accuracy:  0.889, Validation Accuracy:  0.879, Loss:  0.106
Epoch  65 Batch   15/134 - Train Accuracy:  0.876, Validation Accuracy:  0.879, Loss:  0.099
Epoch  65 Batch   16/134 - Train Accuracy:  0.878, Validation Accuracy:  0.878, Loss:  0.098
Epoch  65 Batch   17/134 - Train Accuracy:  0.873, Validation Accuracy:  0.876, Loss:  0.113
Epoch  65 Batch   18/134 - Train Accuracy:  0.880, Validation Accuracy:  0.878, Loss:  0.101
Epoch  65 Batch   19/134 - Train Accuracy:  0.875, Validation Accuracy:  0.880, Loss:  0.110
Epoch  65 Batch   20/134 - Train Accuracy:  0.890, Validation Accuracy:  0.881, Loss:  0.101
Epoch  65 Batch   21/134 - Train Accuracy:  0.877, Validation Accuracy:  0.879, Loss:  0.104
Epoch  65 Batch   22/134 - Train Accuracy:  0.865, Validation Accuracy:  0.880, Loss:  0.105
Epoch  65 Batch   23/134 - Train Accuracy:  0.889, Validation Accuracy:  0.882, Loss:  0.094
Epoch  65 Batch   24/134 - Train Accuracy:  0.870, Validation Accuracy:  0.881, Loss:  0.106
Epoch  65 Batch   25/134 - Train Accuracy:  0.876, Validation Accuracy:  0.881, Loss:  0.096
Epoch  65 Batch   26/134 - Train Accuracy:  0.883, Validation Accuracy:  0.881, Loss:  0.106
Epoch  65 Batch   27/134 - Train Accuracy:  0.880, Validation Accuracy:  0.883, Loss:  0.103
Epoch  65 Batch   28/134 - Train Accuracy:  0.882, Validation Accuracy:  0.884, Loss:  0.105
Epoch  65 Batch   29/134 - Train Accuracy:  0.891, Validation Accuracy:  0.883, Loss:  0.092
Epoch  65 Batch   30/134 - Train Accuracy:  0.895, Validation Accuracy:  0.881, Loss:  0.096
Epoch  65 Batch   31/134 - Train Accuracy:  0.884, Validation Accuracy:  0.881, Loss:  0.102
Epoch  65 Batch   32/134 - Train Accuracy:  0.885, Validation Accuracy:  0.879, Loss:  0.098
Epoch  65 Batch   33/134 - Train Accuracy:  0.866, Validation Accuracy:  0.880, Loss:  0.111
Epoch  65 Batch   34/134 - Train Accuracy:  0.882, Validation Accuracy:  0.880, Loss:  0.110
Epoch  65 Batch   35/134 - Train Accuracy:  0.881, Validation Accuracy:  0.879, Loss:  0.105
Epoch  65 Batch   36/134 - Train Accuracy:  0.884, Validation Accuracy:  0.881, Loss:  0.101
Epoch  65 Batch   37/134 - Train Accuracy:  0.878, Validation Accuracy:  0.880, Loss:  0.105
Epoch  65 Batch   38/134 - Train Accuracy:  0.889, Validation Accuracy:  0.879, Loss:  0.098
Epoch  65 Batch   39/134 - Train Accuracy:  0.888, Validation Accuracy:  0.881, Loss:  0.101
Epoch  65 Batch   40/134 - Train Accuracy:  0.876, Validation Accuracy:  0.880, Loss:  0.102
Epoch  65 Batch   41/134 - Train Accuracy:  0.872, Validation Accuracy:  0.880, Loss:  0.112
Epoch  65 Batch   42/134 - Train Accuracy:  0.876, Validation Accuracy:  0.881, Loss:  0.099
Epoch  65 Batch   43/134 - Train Accuracy:  0.870, Validation Accuracy:  0.882, Loss:  0.106
Epoch  65 Batch   44/134 - Train Accuracy:  0.883, Validation Accuracy:  0.881, Loss:  0.101
Epoch  65 Batch   45/134 - Train Accuracy:  0.884, Validation Accuracy:  0.880, Loss:  0.098
Epoch  65 Batch   46/134 - Train Accuracy:  0.883, Validation Accuracy:  0.882, Loss:  0.101
Epoch  65 Batch   47/134 - Train Accuracy:  0.875, Validation Accuracy:  0.881, Loss:  0.103
Epoch  65 Batch   48/134 - Train Accuracy:  0.887, Validation Accuracy:  0.883, Loss:  0.102
Epoch  65 Batch   49/134 - Train Accuracy:  0.891, Validation Accuracy:  0.882, Loss:  0.100
Epoch  65 Batch   50/134 - Train Accuracy:  0.880, Validation Accuracy:  0.883, Loss:  0.103
Epoch  65 Batch   51/134 - Train Accuracy:  0.883, Validation Accuracy:  0.883, Loss:  0.099
Epoch  65 Batch   52/134 - Train Accuracy:  0.885, Validation Accuracy:  0.883, Loss:  0.101
Epoch  65 Batch   53/134 - Train Accuracy:  0.888, Validation Accuracy:  0.883, Loss:  0.097
Epoch  65 Batch   54/134 - Train Accuracy:  0.869, Validation Accuracy:  0.881, Loss:  0.102
Epoch  65 Batch   55/134 - Train Accuracy:  0.876, Validation Accuracy:  0.879, Loss:  0.107
Epoch  65 Batch   56/134 - Train Accuracy:  0.880, Validation Accuracy:  0.883, Loss:  0.100
Epoch  65 Batch   57/134 - Train Accuracy:  0.891, Validation Accuracy:  0.883, Loss:  0.101
Epoch  65 Batch   58/134 - Train Accuracy:  0.882, Validation Accuracy:  0.882, Loss:  0.100
Epoch  65 Batch   59/134 - Train Accuracy:  0.865, Validation Accuracy:  0.881, Loss:  0.102
Epoch  65 Batch   60/134 - Train Accuracy:  0.881, Validation Accuracy:  0.880, Loss:  0.097
Epoch  65 Batch   61/134 - Train Accuracy:  0.881, Validation Accuracy:  0.882, Loss:  0.095
Epoch  65 Batch   62/134 - Train Accuracy:  0.877, Validation Accuracy:  0.883, Loss:  0.101
Epoch  65 Batch   63/134 - Train Accuracy:  0.883, Validation Accuracy:  0.884, Loss:  0.098
Epoch  65 Batch   64/134 - Train Accuracy:  0.880, Validation Accuracy:  0.884, Loss:  0.102
Epoch  65 Batch   65/134 - Train Accuracy:  0.858, Validation Accuracy:  0.883, Loss:  0.103
Epoch  65 Batch   66/134 - Train Accuracy:  0.890, Validation Accuracy:  0.883, Loss:  0.097
Epoch  65 Batch   67/134 - Train Accuracy:  0.864, Validation Accuracy:  0.884, Loss:  0.108
Epoch  65 Batch   68/134 - Train Accuracy:  0.880, Validation Accuracy:  0.880, Loss:  0.107
Epoch  65 Batch   69/134 - Train Accuracy:  0.882, Validation Accuracy:  0.882, Loss:  0.105
Epoch  65 Batch   70/134 - Train Accuracy:  0.884, Validation Accuracy:  0.882, Loss:  0.098
Epoch  65 Batch   71/134 - Train Accuracy:  0.889, Validation Accuracy:  0.885, Loss:  0.093
Epoch  65 Batch   72/134 - Train Accuracy:  0.872, Validation Accuracy:  0.879, Loss:  0.099
Epoch  65 Batch   73/134 - Train Accuracy:  0.876, Validation Accuracy:  0.882, Loss:  0.101
Epoch  65 Batch   74/134 - Train Accuracy:  0.873, Validation Accuracy:  0.882, Loss:  0.107
Epoch  65 Batch   75/134 - Train Accuracy:  0.881, Validation Accuracy:  0.883, Loss:  0.102
Epoch  65 Batch   76/134 - Train Accuracy:  0.883, Validation Accuracy:  0.881, Loss:  0.096
Epoch  65 Batch   77/134 - Train Accuracy:  0.885, Validation Accuracy:  0.879, Loss:  0.096
Epoch  65 Batch   78/134 - Train Accuracy:  0.870, Validation Accuracy:  0.885, Loss:  0.104
Epoch  65 Batch   79/134 - Train Accuracy:  0.879, Validation Accuracy:  0.885, Loss:  0.098
Epoch  65 Batch   80/134 - Train Accuracy:  0.888, Validation Accuracy:  0.880, Loss:  0.100
Epoch  65 Batch   81/134 - Train Accuracy:  0.889, Validation Accuracy:  0.884, Loss:  0.100
Epoch  65 Batch   82/134 - Train Accuracy:  0.891, Validation Accuracy:  0.884, Loss:  0.096
Epoch  65 Batch   83/134 - Train Accuracy:  0.883, Validation Accuracy:  0.883, Loss:  0.101
Epoch  65 Batch   84/134 - Train Accuracy:  0.873, Validation Accuracy:  0.882, Loss:  0.099
Epoch  65 Batch   85/134 - Train Accuracy:  0.879, Validation Accuracy:  0.884, Loss:  0.105
Epoch  65 Batch   86/134 - Train Accuracy:  0.887, Validation Accuracy:  0.882, Loss:  0.098
Epoch  65 Batch   87/134 - Train Accuracy:  0.879, Validation Accuracy:  0.881, Loss:  0.109
Epoch  65 Batch   88/134 - Train Accuracy:  0.890, Validation Accuracy:  0.885, Loss:  0.095
Epoch  65 Batch   89/134 - Train Accuracy:  0.886, Validation Accuracy:  0.884, Loss:  0.097
Epoch  65 Batch   90/134 - Train Accuracy:  0.875, Validation Accuracy:  0.885, Loss:  0.100
Epoch  65 Batch   91/134 - Train Accuracy:  0.903, Validation Accuracy:  0.883, Loss:  0.085
Epoch  65 Batch   92/134 - Train Accuracy:  0.883, Validation Accuracy:  0.884, Loss:  0.095
Epoch  65 Batch   93/134 - Train Accuracy:  0.883, Validation Accuracy:  0.886, Loss:  0.100
Epoch  65 Batch   94/134 - Train Accuracy:  0.886, Validation Accuracy:  0.886, Loss:  0.098
Epoch  65 Batch   95/134 - Train Accuracy:  0.882, Validation Accuracy:  0.883, Loss:  0.097
Epoch  65 Batch   96/134 - Train Accuracy:  0.890, Validation Accuracy:  0.883, Loss:  0.096
Epoch  65 Batch   97/134 - Train Accuracy:  0.876, Validation Accuracy:  0.882, Loss:  0.099
Epoch  65 Batch   98/134 - Train Accuracy:  0.874, Validation Accuracy:  0.881, Loss:  0.103
Epoch  65 Batch   99/134 - Train Accuracy:  0.885, Validation Accuracy:  0.882, Loss:  0.102
Epoch  65 Batch  100/134 - Train Accuracy:  0.873, Validation Accuracy:  0.883, Loss:  0.103
Epoch  65 Batch  101/134 - Train Accuracy:  0.879, Validation Accuracy:  0.885, Loss:  0.105
Epoch  65 Batch  102/134 - Train Accuracy:  0.876, Validation Accuracy:  0.884, Loss:  0.102
Epoch  65 Batch  103/134 - Train Accuracy:  0.886, Validation Accuracy:  0.884, Loss:  0.096
Epoch  65 Batch  104/134 - Train Accuracy:  0.893, Validation Accuracy:  0.883, Loss:  0.097
Epoch  65 Batch  105/134 - Train Accuracy:  0.881, Validation Accuracy:  0.881, Loss:  0.104
Epoch  65 Batch  106/134 - Train Accuracy:  0.875, Validation Accuracy:  0.881, Loss:  0.100
Epoch  65 Batch  107/134 - Train Accuracy:  0.885, Validation Accuracy:  0.879, Loss:  0.100
Epoch  65 Batch  108/134 - Train Accuracy:  0.879, Validation Accuracy:  0.881, Loss:  0.102
Epoch  65 Batch  109/134 - Train Accuracy:  0.887, Validation Accuracy:  0.884, Loss:  0.096
Epoch  65 Batch  110/134 - Train Accuracy:  0.888, Validation Accuracy:  0.879, Loss:  0.098
Epoch  65 Batch  111/134 - Train Accuracy:  0.880, Validation Accuracy:  0.880, Loss:  0.102
Epoch  65 Batch  112/134 - Train Accuracy:  0.882, Validation Accuracy:  0.884, Loss:  0.094
Epoch  65 Batch  113/134 - Train Accuracy:  0.890, Validation Accuracy:  0.882, Loss:  0.094
Epoch  65 Batch  114/134 - Train Accuracy:  0.873, Validation Accuracy:  0.882, Loss:  0.101
Epoch  65 Batch  115/134 - Train Accuracy:  0.872, Validation Accuracy:  0.884, Loss:  0.103
Epoch  65 Batch  116/134 - Train Accuracy:  0.886, Validation Accuracy:  0.885, Loss:  0.102
Epoch  65 Batch  117/134 - Train Accuracy:  0.885, Validation Accuracy:  0.884, Loss:  0.095
Epoch  65 Batch  118/134 - Train Accuracy:  0.881, Validation Accuracy:  0.886, Loss:  0.096
Epoch  65 Batch  119/134 - Train Accuracy:  0.893, Validation Accuracy:  0.883, Loss:  0.088
Epoch  65 Batch  120/134 - Train Accuracy:  0.879, Validation Accuracy:  0.886, Loss:  0.101
Epoch  65 Batch  121/134 - Train Accuracy:  0.889, Validation Accuracy:  0.887, Loss:  0.096
Epoch  65 Batch  122/134 - Train Accuracy:  0.874, Validation Accuracy:  0.881, Loss:  0.099
Epoch  65 Batch  123/134 - Train Accuracy:  0.889, Validation Accuracy:  0.882, Loss:  0.095
Epoch  65 Batch  124/134 - Train Accuracy:  0.895, Validation Accuracy:  0.884, Loss:  0.086
Epoch  65 Batch  125/134 - Train Accuracy:  0.889, Validation Accuracy:  0.884, Loss:  0.095
Epoch  65 Batch  126/134 - Train Accuracy:  0.874, Validation Accuracy:  0.883, Loss:  0.101
Epoch  65 Batch  127/134 - Train Accuracy:  0.880, Validation Accuracy:  0.883, Loss:  0.094
Epoch  65 Batch  128/134 - Train Accuracy:  0.874, Validation Accuracy:  0.886, Loss:  0.104
Epoch  65 Batch  129/134 - Train Accuracy:  0.892, Validation Accuracy:  0.885, Loss:  0.099
Epoch  65 Batch  130/134 - Train Accuracy:  0.879, Validation Accuracy:  0.883, Loss:  0.095
Epoch  65 Batch  131/134 - Train Accuracy:  0.878, Validation Accuracy:  0.883, Loss:  0.106
Epoch  65 Batch  132/134 - Train Accuracy:  0.889, Validation Accuracy:  0.883, Loss:  0.097
Epoch  66 Batch    0/134 - Train Accuracy:  0.879, Validation Accuracy:  0.880, Loss:  0.099
Epoch  66 Batch    1/134 - Train Accuracy:  0.880, Validation Accuracy:  0.879, Loss:  0.104
Epoch  66 Batch    2/134 - Train Accuracy:  0.879, Validation Accuracy:  0.882, Loss:  0.095
Epoch  66 Batch    3/134 - Train Accuracy:  0.893, Validation Accuracy:  0.884, Loss:  0.097
Epoch  66 Batch    4/134 - Train Accuracy:  0.879, Validation Accuracy:  0.880, Loss:  0.100
Epoch  66 Batch    5/134 - Train Accuracy:  0.885, Validation Accuracy:  0.880, Loss:  0.102
Epoch  66 Batch    6/134 - Train Accuracy:  0.882, Validation Accuracy:  0.885, Loss:  0.092
Epoch  66 Batch    7/134 - Train Accuracy:  0.878, Validation Accuracy:  0.883, Loss:  0.096
Epoch  66 Batch    8/134 - Train Accuracy:  0.885, Validation Accuracy:  0.881, Loss:  0.096
Epoch  66 Batch    9/134 - Train Accuracy:  0.893, Validation Accuracy:  0.886, Loss:  0.089
Epoch  66 Batch   10/134 - Train Accuracy:  0.888, Validation Accuracy:  0.887, Loss:  0.097
Epoch  66 Batch   11/134 - Train Accuracy:  0.879, Validation Accuracy:  0.888, Loss:  0.094
Epoch  66 Batch   12/134 - Train Accuracy:  0.887, Validation Accuracy:  0.882, Loss:  0.095
Epoch  66 Batch   13/134 - Train Accuracy:  0.868, Validation Accuracy:  0.883, Loss:  0.104
Epoch  66 Batch   14/134 - Train Accuracy:  0.894, Validation Accuracy:  0.883, Loss:  0.098
Epoch  66 Batch   15/134 - Train Accuracy:  0.884, Validation Accuracy:  0.884, Loss:  0.093
Epoch  66 Batch   16/134 - Train Accuracy:  0.881, Validation Accuracy:  0.884, Loss:  0.091
Epoch  66 Batch   17/134 - Train Accuracy:  0.881, Validation Accuracy:  0.886, Loss:  0.107
Epoch  66 Batch   18/134 - Train Accuracy:  0.889, Validation Accuracy:  0.887, Loss:  0.095
Epoch  66 Batch   19/134 - Train Accuracy:  0.877, Validation Accuracy:  0.884, Loss:  0.104
Epoch  66 Batch   20/134 - Train Accuracy:  0.892, Validation Accuracy:  0.887, Loss:  0.095
Epoch  66 Batch   21/134 - Train Accuracy:  0.887, Validation Accuracy:  0.885, Loss:  0.098
Epoch  66 Batch   22/134 - Train Accuracy:  0.879, Validation Accuracy:  0.885, Loss:  0.099
Epoch  66 Batch   23/134 - Train Accuracy:  0.894, Validation Accuracy:  0.881, Loss:  0.089
Epoch  66 Batch   24/134 - Train Accuracy:  0.875, Validation Accuracy:  0.882, Loss:  0.100
Epoch  66 Batch   25/134 - Train Accuracy:  0.881, Validation Accuracy:  0.885, Loss:  0.091
Epoch  66 Batch   26/134 - Train Accuracy:  0.887, Validation Accuracy:  0.886, Loss:  0.101
Epoch  66 Batch   27/134 - Train Accuracy:  0.884, Validation Accuracy:  0.883, Loss:  0.098
Epoch  66 Batch   28/134 - Train Accuracy:  0.892, Validation Accuracy:  0.888, Loss:  0.100
Epoch  66 Batch   29/134 - Train Accuracy:  0.895, Validation Accuracy:  0.887, Loss:  0.087
Epoch  66 Batch   30/134 - Train Accuracy:  0.897, Validation Accuracy:  0.887, Loss:  0.092
Epoch  66 Batch   31/134 - Train Accuracy:  0.883, Validation Accuracy:  0.886, Loss:  0.097
Epoch  66 Batch   32/134 - Train Accuracy:  0.890, Validation Accuracy:  0.886, Loss:  0.093
Epoch  66 Batch   33/134 - Train Accuracy:  0.871, Validation Accuracy:  0.884, Loss:  0.107
Epoch  66 Batch   34/134 - Train Accuracy:  0.886, Validation Accuracy:  0.883, Loss:  0.104
Epoch  66 Batch   35/134 - Train Accuracy:  0.885, Validation Accuracy:  0.882, Loss:  0.101
Epoch  66 Batch   36/134 - Train Accuracy:  0.887, Validation Accuracy:  0.884, Loss:  0.097
Epoch  66 Batch   37/134 - Train Accuracy:  0.882, Validation Accuracy:  0.886, Loss:  0.100
Epoch  66 Batch   38/134 - Train Accuracy:  0.893, Validation Accuracy:  0.885, Loss:  0.093
Epoch  66 Batch   39/134 - Train Accuracy:  0.891, Validation Accuracy:  0.884, Loss:  0.097
Epoch  66 Batch   40/134 - Train Accuracy:  0.879, Validation Accuracy:  0.882, Loss:  0.098
Epoch  66 Batch   41/134 - Train Accuracy:  0.876, Validation Accuracy:  0.884, Loss:  0.107
Epoch  66 Batch   42/134 - Train Accuracy:  0.883, Validation Accuracy:  0.886, Loss:  0.095
Epoch  66 Batch   43/134 - Train Accuracy:  0.876, Validation Accuracy:  0.887, Loss:  0.101
Epoch  66 Batch   44/134 - Train Accuracy:  0.885, Validation Accuracy:  0.881, Loss:  0.097
Epoch  66 Batch   45/134 - Train Accuracy:  0.886, Validation Accuracy:  0.881, Loss:  0.094
Epoch  66 Batch   46/134 - Train Accuracy:  0.888, Validation Accuracy:  0.885, Loss:  0.097
Epoch  66 Batch   47/134 - Train Accuracy:  0.879, Validation Accuracy:  0.886, Loss:  0.099
Epoch  66 Batch   48/134 - Train Accuracy:  0.890, Validation Accuracy:  0.883, Loss:  0.098
Epoch  66 Batch   49/134 - Train Accuracy:  0.893, Validation Accuracy:  0.888, Loss:  0.096
Epoch  66 Batch   50/134 - Train Accuracy:  0.885, Validation Accuracy:  0.886, Loss:  0.100
Epoch  66 Batch   51/134 - Train Accuracy:  0.885, Validation Accuracy:  0.884, Loss:  0.095
Epoch  66 Batch   52/134 - Train Accuracy:  0.892, Validation Accuracy:  0.888, Loss:  0.097
Epoch  66 Batch   53/134 - Train Accuracy:  0.893, Validation Accuracy:  0.889, Loss:  0.094
Epoch  66 Batch   54/134 - Train Accuracy:  0.871, Validation Accuracy:  0.883, Loss:  0.098
Epoch  66 Batch   55/134 - Train Accuracy:  0.881, Validation Accuracy:  0.882, Loss:  0.103
Epoch  66 Batch   56/134 - Train Accuracy:  0.885, Validation Accuracy:  0.884, Loss:  0.096
Epoch  66 Batch   57/134 - Train Accuracy:  0.896, Validation Accuracy:  0.884, Loss:  0.098
Epoch  66 Batch   58/134 - Train Accuracy:  0.884, Validation Accuracy:  0.882, Loss:  0.096
Epoch  66 Batch   59/134 - Train Accuracy:  0.866, Validation Accuracy:  0.882, Loss:  0.099
Epoch  66 Batch   60/134 - Train Accuracy:  0.885, Validation Accuracy:  0.885, Loss:  0.093
Epoch  66 Batch   61/134 - Train Accuracy:  0.881, Validation Accuracy:  0.885, Loss:  0.091
Epoch  66 Batch   62/134 - Train Accuracy:  0.884, Validation Accuracy:  0.888, Loss:  0.098
Epoch  66 Batch   63/134 - Train Accuracy:  0.887, Validation Accuracy:  0.887, Loss:  0.094
Epoch  66 Batch   64/134 - Train Accuracy:  0.882, Validation Accuracy:  0.886, Loss:  0.099
Epoch  66 Batch   65/134 - Train Accuracy:  0.866, Validation Accuracy:  0.886, Loss:  0.100
Epoch  66 Batch   66/134 - Train Accuracy:  0.890, Validation Accuracy:  0.885, Loss:  0.092
Epoch  66 Batch   67/134 - Train Accuracy:  0.861, Validation Accuracy:  0.882, Loss:  0.105
Epoch  66 Batch   68/134 - Train Accuracy:  0.881, Validation Accuracy:  0.882, Loss:  0.103
Epoch  66 Batch   69/134 - Train Accuracy:  0.886, Validation Accuracy:  0.887, Loss:  0.101
Epoch  66 Batch   70/134 - Train Accuracy:  0.884, Validation Accuracy:  0.886, Loss:  0.095
Epoch  66 Batch   71/134 - Train Accuracy:  0.887, Validation Accuracy:  0.880, Loss:  0.089
Epoch  66 Batch   72/134 - Train Accuracy:  0.878, Validation Accuracy:  0.885, Loss:  0.096
Epoch  66 Batch   73/134 - Train Accuracy:  0.883, Validation Accuracy:  0.884, Loss:  0.096
Epoch  66 Batch   74/134 - Train Accuracy:  0.873, Validation Accuracy:  0.884, Loss:  0.104
Epoch  66 Batch   75/134 - Train Accuracy:  0.877, Validation Accuracy:  0.882, Loss:  0.098
Epoch  66 Batch   76/134 - Train Accuracy:  0.890, Validation Accuracy:  0.886, Loss:  0.093
Epoch  66 Batch   77/134 - Train Accuracy:  0.890, Validation Accuracy:  0.885, Loss:  0.092
Epoch  66 Batch   78/134 - Train Accuracy:  0.868, Validation Accuracy:  0.886, Loss:  0.100
Epoch  66 Batch   79/134 - Train Accuracy:  0.878, Validation Accuracy:  0.884, Loss:  0.094
Epoch  66 Batch   80/134 - Train Accuracy:  0.890, Validation Accuracy:  0.887, Loss:  0.096
Epoch  66 Batch   81/134 - Train Accuracy:  0.894, Validation Accuracy:  0.887, Loss:  0.096
Epoch  66 Batch   82/134 - Train Accuracy:  0.893, Validation Accuracy:  0.884, Loss:  0.092
Epoch  66 Batch   83/134 - Train Accuracy:  0.888, Validation Accuracy:  0.886, Loss:  0.097
Epoch  66 Batch   84/134 - Train Accuracy:  0.879, Validation Accuracy:  0.887, Loss:  0.095
Epoch  66 Batch   85/134 - Train Accuracy:  0.880, Validation Accuracy:  0.885, Loss:  0.101
Epoch  66 Batch   86/134 - Train Accuracy:  0.889, Validation Accuracy:  0.883, Loss:  0.095
Epoch  66 Batch   87/134 - Train Accuracy:  0.883, Validation Accuracy:  0.887, Loss:  0.105
Epoch  66 Batch   88/134 - Train Accuracy:  0.891, Validation Accuracy:  0.890, Loss:  0.090
Epoch  66 Batch   89/134 - Train Accuracy:  0.890, Validation Accuracy:  0.889, Loss:  0.094
Epoch  66 Batch   90/134 - Train Accuracy:  0.878, Validation Accuracy:  0.888, Loss:  0.096
Epoch  66 Batch   91/134 - Train Accuracy:  0.902, Validation Accuracy:  0.887, Loss:  0.081
Epoch  66 Batch   92/134 - Train Accuracy:  0.886, Validation Accuracy:  0.887, Loss:  0.092
Epoch  66 Batch   93/134 - Train Accuracy:  0.890, Validation Accuracy:  0.888, Loss:  0.096
Epoch  66 Batch   94/134 - Train Accuracy:  0.884, Validation Accuracy:  0.885, Loss:  0.094
Epoch  66 Batch   95/134 - Train Accuracy:  0.884, Validation Accuracy:  0.887, Loss:  0.094
Epoch  66 Batch   96/134 - Train Accuracy:  0.892, Validation Accuracy:  0.887, Loss:  0.092
Epoch  66 Batch   97/134 - Train Accuracy:  0.875, Validation Accuracy:  0.882, Loss:  0.095
Epoch  66 Batch   98/134 - Train Accuracy:  0.878, Validation Accuracy:  0.886, Loss:  0.099
Epoch  66 Batch   99/134 - Train Accuracy:  0.888, Validation Accuracy:  0.885, Loss:  0.098
Epoch  66 Batch  100/134 - Train Accuracy:  0.877, Validation Accuracy:  0.885, Loss:  0.099
Epoch  66 Batch  101/134 - Train Accuracy:  0.880, Validation Accuracy:  0.886, Loss:  0.101
Epoch  66 Batch  102/134 - Train Accuracy:  0.879, Validation Accuracy:  0.887, Loss:  0.098
Epoch  66 Batch  103/134 - Train Accuracy:  0.888, Validation Accuracy:  0.885, Loss:  0.093
Epoch  66 Batch  104/134 - Train Accuracy:  0.896, Validation Accuracy:  0.885, Loss:  0.093
Epoch  66 Batch  105/134 - Train Accuracy:  0.884, Validation Accuracy:  0.883, Loss:  0.100
Epoch  66 Batch  106/134 - Train Accuracy:  0.875, Validation Accuracy:  0.882, Loss:  0.097
Epoch  66 Batch  107/134 - Train Accuracy:  0.885, Validation Accuracy:  0.881, Loss:  0.096
Epoch  66 Batch  108/134 - Train Accuracy:  0.886, Validation Accuracy:  0.883, Loss:  0.099
Epoch  66 Batch  109/134 - Train Accuracy:  0.891, Validation Accuracy:  0.883, Loss:  0.091
Epoch  66 Batch  110/134 - Train Accuracy:  0.892, Validation Accuracy:  0.881, Loss:  0.095
Epoch  66 Batch  111/134 - Train Accuracy:  0.884, Validation Accuracy:  0.886, Loss:  0.098
Epoch  66 Batch  112/134 - Train Accuracy:  0.881, Validation Accuracy:  0.883, Loss:  0.091
Epoch  66 Batch  113/134 - Train Accuracy:  0.894, Validation Accuracy:  0.881, Loss:  0.091
Epoch  66 Batch  114/134 - Train Accuracy:  0.877, Validation Accuracy:  0.886, Loss:  0.098
Epoch  66 Batch  115/134 - Train Accuracy:  0.876, Validation Accuracy:  0.888, Loss:  0.099
Epoch  66 Batch  116/134 - Train Accuracy:  0.889, Validation Accuracy:  0.884, Loss:  0.098
Epoch  66 Batch  117/134 - Train Accuracy:  0.885, Validation Accuracy:  0.888, Loss:  0.091
Epoch  66 Batch  118/134 - Train Accuracy:  0.887, Validation Accuracy:  0.887, Loss:  0.092
Epoch  66 Batch  119/134 - Train Accuracy:  0.895, Validation Accuracy:  0.886, Loss:  0.085
Epoch  66 Batch  120/134 - Train Accuracy:  0.881, Validation Accuracy:  0.889, Loss:  0.097
Epoch  66 Batch  121/134 - Train Accuracy:  0.892, Validation Accuracy:  0.890, Loss:  0.093
Epoch  66 Batch  122/134 - Train Accuracy:  0.877, Validation Accuracy:  0.886, Loss:  0.096
Epoch  66 Batch  123/134 - Train Accuracy:  0.892, Validation Accuracy:  0.885, Loss:  0.091
Epoch  66 Batch  124/134 - Train Accuracy:  0.896, Validation Accuracy:  0.888, Loss:  0.083
Epoch  66 Batch  125/134 - Train Accuracy:  0.892, Validation Accuracy:  0.887, Loss:  0.091
Epoch  66 Batch  126/134 - Train Accuracy:  0.877, Validation Accuracy:  0.884, Loss:  0.098
Epoch  66 Batch  127/134 - Train Accuracy:  0.884, Validation Accuracy:  0.886, Loss:  0.090
Epoch  66 Batch  128/134 - Train Accuracy:  0.874, Validation Accuracy:  0.889, Loss:  0.100
Epoch  66 Batch  129/134 - Train Accuracy:  0.892, Validation Accuracy:  0.887, Loss:  0.096
Epoch  66 Batch  130/134 - Train Accuracy:  0.879, Validation Accuracy:  0.886, Loss:  0.092
Epoch  66 Batch  131/134 - Train Accuracy:  0.883, Validation Accuracy:  0.889, Loss:  0.102
Epoch  66 Batch  132/134 - Train Accuracy:  0.891, Validation Accuracy:  0.885, Loss:  0.094
Epoch  67 Batch    0/134 - Train Accuracy:  0.880, Validation Accuracy:  0.884, Loss:  0.096
Epoch  67 Batch    1/134 - Train Accuracy:  0.880, Validation Accuracy:  0.880, Loss:  0.100
Epoch  67 Batch    2/134 - Train Accuracy:  0.883, Validation Accuracy:  0.886, Loss:  0.092
Epoch  67 Batch    3/134 - Train Accuracy:  0.896, Validation Accuracy:  0.887, Loss:  0.093
Epoch  67 Batch    4/134 - Train Accuracy:  0.880, Validation Accuracy:  0.880, Loss:  0.097
Epoch  67 Batch    5/134 - Train Accuracy:  0.891, Validation Accuracy:  0.884, Loss:  0.100
Epoch  67 Batch    6/134 - Train Accuracy:  0.884, Validation Accuracy:  0.886, Loss:  0.089
Epoch  67 Batch    7/134 - Train Accuracy:  0.880, Validation Accuracy:  0.887, Loss:  0.093
Epoch  67 Batch    8/134 - Train Accuracy:  0.888, Validation Accuracy:  0.881, Loss:  0.093
Epoch  67 Batch    9/134 - Train Accuracy:  0.900, Validation Accuracy:  0.889, Loss:  0.087
Epoch  67 Batch   10/134 - Train Accuracy:  0.891, Validation Accuracy:  0.889, Loss:  0.095
Epoch  67 Batch   11/134 - Train Accuracy:  0.879, Validation Accuracy:  0.887, Loss:  0.091
Epoch  67 Batch   12/134 - Train Accuracy:  0.891, Validation Accuracy:  0.883, Loss:  0.092
Epoch  67 Batch   13/134 - Train Accuracy:  0.874, Validation Accuracy:  0.888, Loss:  0.100
Epoch  67 Batch   14/134 - Train Accuracy:  0.899, Validation Accuracy:  0.887, Loss:  0.096
Epoch  67 Batch   15/134 - Train Accuracy:  0.884, Validation Accuracy:  0.887, Loss:  0.090
Epoch  67 Batch   16/134 - Train Accuracy:  0.884, Validation Accuracy:  0.886, Loss:  0.088
Epoch  67 Batch   17/134 - Train Accuracy:  0.881, Validation Accuracy:  0.889, Loss:  0.103
Epoch  67 Batch   18/134 - Train Accuracy:  0.889, Validation Accuracy:  0.890, Loss:  0.092
Epoch  67 Batch   19/134 - Train Accuracy:  0.880, Validation Accuracy:  0.886, Loss:  0.100
Epoch  67 Batch   20/134 - Train Accuracy:  0.893, Validation Accuracy:  0.890, Loss:  0.092
Epoch  67 Batch   21/134 - Train Accuracy:  0.890, Validation Accuracy:  0.887, Loss:  0.094
Epoch  67 Batch   22/134 - Train Accuracy:  0.873, Validation Accuracy:  0.879, Loss:  0.096
Epoch  67 Batch   23/134 - Train Accuracy:  0.895, Validation Accuracy:  0.884, Loss:  0.087
Epoch  67 Batch   24/134 - Train Accuracy:  0.871, Validation Accuracy:  0.886, Loss:  0.096
Epoch  67 Batch   25/134 - Train Accuracy:  0.882, Validation Accuracy:  0.885, Loss:  0.089
Epoch  67 Batch   26/134 - Train Accuracy:  0.885, Validation Accuracy:  0.883, Loss:  0.097
Epoch  67 Batch   27/134 - Train Accuracy:  0.884, Validation Accuracy:  0.889, Loss:  0.095
Epoch  67 Batch   28/134 - Train Accuracy:  0.891, Validation Accuracy:  0.887, Loss:  0.096
Epoch  67 Batch   29/134 - Train Accuracy:  0.896, Validation Accuracy:  0.888, Loss:  0.084
Epoch  67 Batch   30/134 - Train Accuracy:  0.898, Validation Accuracy:  0.888, Loss:  0.089
Epoch  67 Batch   31/134 - Train Accuracy:  0.888, Validation Accuracy:  0.886, Loss:  0.093
Epoch  67 Batch   32/134 - Train Accuracy:  0.893, Validation Accuracy:  0.886, Loss:  0.090
Epoch  67 Batch   33/134 - Train Accuracy:  0.870, Validation Accuracy:  0.883, Loss:  0.103
Epoch  67 Batch   34/134 - Train Accuracy:  0.886, Validation Accuracy:  0.887, Loss:  0.101
Epoch  67 Batch   35/134 - Train Accuracy:  0.885, Validation Accuracy:  0.887, Loss:  0.097
Epoch  67 Batch   36/134 - Train Accuracy:  0.890, Validation Accuracy:  0.887, Loss:  0.094
Epoch  67 Batch   37/134 - Train Accuracy:  0.882, Validation Accuracy:  0.883, Loss:  0.096
Epoch  67 Batch   38/134 - Train Accuracy:  0.896, Validation Accuracy:  0.886, Loss:  0.090
Epoch  67 Batch   39/134 - Train Accuracy:  0.891, Validation Accuracy:  0.886, Loss:  0.094
Epoch  67 Batch   40/134 - Train Accuracy:  0.883, Validation Accuracy:  0.885, Loss:  0.095
Epoch  67 Batch   41/134 - Train Accuracy:  0.878, Validation Accuracy:  0.883, Loss:  0.104
Epoch  67 Batch   42/134 - Train Accuracy:  0.885, Validation Accuracy:  0.886, Loss:  0.092
Epoch  67 Batch   43/134 - Train Accuracy:  0.877, Validation Accuracy:  0.887, Loss:  0.098
Epoch  67 Batch   44/134 - Train Accuracy:  0.884, Validation Accuracy:  0.880, Loss:  0.094
Epoch  67 Batch   45/134 - Train Accuracy:  0.889, Validation Accuracy:  0.881, Loss:  0.092
Epoch  67 Batch   46/134 - Train Accuracy:  0.892, Validation Accuracy:  0.887, Loss:  0.093
Epoch  67 Batch   47/134 - Train Accuracy:  0.880, Validation Accuracy:  0.887, Loss:  0.096
Epoch  67 Batch   48/134 - Train Accuracy:  0.892, Validation Accuracy:  0.884, Loss:  0.094
Epoch  67 Batch   49/134 - Train Accuracy:  0.896, Validation Accuracy:  0.887, Loss:  0.093
Epoch  67 Batch   50/134 - Train Accuracy:  0.885, Validation Accuracy:  0.888, Loss:  0.097
Epoch  67 Batch   51/134 - Train Accuracy:  0.888, Validation Accuracy:  0.887, Loss:  0.093
Epoch  67 Batch   52/134 - Train Accuracy:  0.894, Validation Accuracy:  0.889, Loss:  0.093
Epoch  67 Batch   53/134 - Train Accuracy:  0.893, Validation Accuracy:  0.890, Loss:  0.091
Epoch  67 Batch   54/134 - Train Accuracy:  0.871, Validation Accuracy:  0.886, Loss:  0.095
Epoch  67 Batch   55/134 - Train Accuracy:  0.887, Validation Accuracy:  0.885, Loss:  0.100
Epoch  67 Batch   56/134 - Train Accuracy:  0.885, Validation Accuracy:  0.888, Loss:  0.094
Epoch  67 Batch   57/134 - Train Accuracy:  0.896, Validation Accuracy:  0.886, Loss:  0.094
Epoch  67 Batch   58/134 - Train Accuracy:  0.886, Validation Accuracy:  0.885, Loss:  0.093
Epoch  67 Batch   59/134 - Train Accuracy:  0.871, Validation Accuracy:  0.887, Loss:  0.095
Epoch  67 Batch   60/134 - Train Accuracy:  0.888, Validation Accuracy:  0.890, Loss:  0.090
Epoch  67 Batch   61/134 - Train Accuracy:  0.882, Validation Accuracy:  0.888, Loss:  0.087
Epoch  67 Batch   62/134 - Train Accuracy:  0.888, Validation Accuracy:  0.887, Loss:  0.094
Epoch  67 Batch   63/134 - Train Accuracy:  0.889, Validation Accuracy:  0.890, Loss:  0.091
Epoch  67 Batch   64/134 - Train Accuracy:  0.884, Validation Accuracy:  0.887, Loss:  0.095
Epoch  67 Batch   65/134 - Train Accuracy:  0.868, Validation Accuracy:  0.890, Loss:  0.096
Epoch  67 Batch   66/134 - Train Accuracy:  0.889, Validation Accuracy:  0.886, Loss:  0.089
Epoch  67 Batch   67/134 - Train Accuracy:  0.865, Validation Accuracy:  0.886, Loss:  0.102
Epoch  67 Batch   68/134 - Train Accuracy:  0.884, Validation Accuracy:  0.889, Loss:  0.100
Epoch  67 Batch   69/134 - Train Accuracy:  0.889, Validation Accuracy:  0.890, Loss:  0.097
Epoch  67 Batch   70/134 - Train Accuracy:  0.885, Validation Accuracy:  0.885, Loss:  0.091
Epoch  67 Batch   71/134 - Train Accuracy:  0.892, Validation Accuracy:  0.887, Loss:  0.085
Epoch  67 Batch   72/134 - Train Accuracy:  0.882, Validation Accuracy:  0.890, Loss:  0.091
Epoch  67 Batch   73/134 - Train Accuracy:  0.885, Validation Accuracy:  0.889, Loss:  0.094
Epoch  67 Batch   74/134 - Train Accuracy:  0.872, Validation Accuracy:  0.883, Loss:  0.100
Epoch  67 Batch   75/134 - Train Accuracy:  0.883, Validation Accuracy:  0.888, Loss:  0.095
Epoch  67 Batch   76/134 - Train Accuracy:  0.890, Validation Accuracy:  0.888, Loss:  0.089
Epoch  67 Batch   77/134 - Train Accuracy:  0.890, Validation Accuracy:  0.885, Loss:  0.089
Epoch  67 Batch   78/134 - Train Accuracy:  0.872, Validation Accuracy:  0.888, Loss:  0.097
Epoch  67 Batch   79/134 - Train Accuracy:  0.882, Validation Accuracy:  0.890, Loss:  0.091
Epoch  67 Batch   80/134 - Train Accuracy:  0.892, Validation Accuracy:  0.888, Loss:  0.093
Epoch  67 Batch   81/134 - Train Accuracy:  0.896, Validation Accuracy:  0.887, Loss:  0.093
Epoch  67 Batch   82/134 - Train Accuracy:  0.896, Validation Accuracy:  0.891, Loss:  0.089
Epoch  67 Batch   83/134 - Train Accuracy:  0.891, Validation Accuracy:  0.890, Loss:  0.094
Epoch  67 Batch   84/134 - Train Accuracy:  0.882, Validation Accuracy:  0.887, Loss:  0.092
Epoch  67 Batch   85/134 - Train Accuracy:  0.882, Validation Accuracy:  0.888, Loss:  0.097
Epoch  67 Batch   86/134 - Train Accuracy:  0.891, Validation Accuracy:  0.888, Loss:  0.092
Epoch  67 Batch   87/134 - Train Accuracy:  0.886, Validation Accuracy:  0.890, Loss:  0.101
Epoch  67 Batch   88/134 - Train Accuracy:  0.892, Validation Accuracy:  0.891, Loss:  0.087
Epoch  67 Batch   89/134 - Train Accuracy:  0.891, Validation Accuracy:  0.891, Loss:  0.091
Epoch  67 Batch   90/134 - Train Accuracy:  0.880, Validation Accuracy:  0.892, Loss:  0.093
Epoch  67 Batch   91/134 - Train Accuracy:  0.902, Validation Accuracy:  0.888, Loss:  0.079
Epoch  67 Batch   92/134 - Train Accuracy:  0.889, Validation Accuracy:  0.890, Loss:  0.089
Epoch  67 Batch   93/134 - Train Accuracy:  0.894, Validation Accuracy:  0.892, Loss:  0.093
Epoch  67 Batch   94/134 - Train Accuracy:  0.888, Validation Accuracy:  0.887, Loss:  0.091
Epoch  67 Batch   95/134 - Train Accuracy:  0.886, Validation Accuracy:  0.887, Loss:  0.090
Epoch  67 Batch   96/134 - Train Accuracy:  0.894, Validation Accuracy:  0.889, Loss:  0.089
Epoch  67 Batch   97/134 - Train Accuracy:  0.879, Validation Accuracy:  0.884, Loss:  0.092
Epoch  67 Batch   98/134 - Train Accuracy:  0.881, Validation Accuracy:  0.887, Loss:  0.095
Epoch  67 Batch   99/134 - Train Accuracy:  0.889, Validation Accuracy:  0.887, Loss:  0.095
Epoch  67 Batch  100/134 - Train Accuracy:  0.878, Validation Accuracy:  0.887, Loss:  0.095
Epoch  67 Batch  101/134 - Train Accuracy:  0.885, Validation Accuracy:  0.891, Loss:  0.098
Epoch  67 Batch  102/134 - Train Accuracy:  0.882, Validation Accuracy:  0.890, Loss:  0.095
Epoch  67 Batch  103/134 - Train Accuracy:  0.886, Validation Accuracy:  0.885, Loss:  0.089
Epoch  67 Batch  104/134 - Train Accuracy:  0.898, Validation Accuracy:  0.887, Loss:  0.090
Epoch  67 Batch  105/134 - Train Accuracy:  0.885, Validation Accuracy:  0.888, Loss:  0.097
Epoch  67 Batch  106/134 - Train Accuracy:  0.873, Validation Accuracy:  0.883, Loss:  0.093
Epoch  67 Batch  107/134 - Train Accuracy:  0.888, Validation Accuracy:  0.885, Loss:  0.094
Epoch  67 Batch  108/134 - Train Accuracy:  0.887, Validation Accuracy:  0.889, Loss:  0.095
Epoch  67 Batch  109/134 - Train Accuracy:  0.892, Validation Accuracy:  0.884, Loss:  0.089
Epoch  67 Batch  110/134 - Train Accuracy:  0.893, Validation Accuracy:  0.885, Loss:  0.092
Epoch  67 Batch  111/134 - Train Accuracy:  0.888, Validation Accuracy:  0.889, Loss:  0.094
Epoch  67 Batch  112/134 - Train Accuracy:  0.883, Validation Accuracy:  0.886, Loss:  0.088
Epoch  67 Batch  113/134 - Train Accuracy:  0.896, Validation Accuracy:  0.881, Loss:  0.088
Epoch  67 Batch  114/134 - Train Accuracy:  0.879, Validation Accuracy:  0.888, Loss:  0.095
Epoch  67 Batch  115/134 - Train Accuracy:  0.878, Validation Accuracy:  0.891, Loss:  0.096
Epoch  67 Batch  116/134 - Train Accuracy:  0.891, Validation Accuracy:  0.885, Loss:  0.095
Epoch  67 Batch  117/134 - Train Accuracy:  0.889, Validation Accuracy:  0.890, Loss:  0.088
Epoch  67 Batch  118/134 - Train Accuracy:  0.888, Validation Accuracy:  0.890, Loss:  0.089
Epoch  67 Batch  119/134 - Train Accuracy:  0.896, Validation Accuracy:  0.888, Loss:  0.082
Epoch  67 Batch  120/134 - Train Accuracy:  0.883, Validation Accuracy:  0.890, Loss:  0.094
Epoch  67 Batch  121/134 - Train Accuracy:  0.897, Validation Accuracy:  0.890, Loss:  0.089
Epoch  67 Batch  122/134 - Train Accuracy:  0.879, Validation Accuracy:  0.885, Loss:  0.093
Epoch  67 Batch  123/134 - Train Accuracy:  0.893, Validation Accuracy:  0.886, Loss:  0.089
Epoch  67 Batch  124/134 - Train Accuracy:  0.898, Validation Accuracy:  0.890, Loss:  0.080
Epoch  67 Batch  125/134 - Train Accuracy:  0.894, Validation Accuracy:  0.888, Loss:  0.088
Epoch  67 Batch  126/134 - Train Accuracy:  0.880, Validation Accuracy:  0.885, Loss:  0.094
Epoch  67 Batch  127/134 - Train Accuracy:  0.885, Validation Accuracy:  0.888, Loss:  0.087
Epoch  67 Batch  128/134 - Train Accuracy:  0.879, Validation Accuracy:  0.891, Loss:  0.096
Epoch  67 Batch  129/134 - Train Accuracy:  0.894, Validation Accuracy:  0.891, Loss:  0.093
Epoch  67 Batch  130/134 - Train Accuracy:  0.882, Validation Accuracy:  0.889, Loss:  0.089
Epoch  67 Batch  131/134 - Train Accuracy:  0.886, Validation Accuracy:  0.891, Loss:  0.099
Epoch  67 Batch  132/134 - Train Accuracy:  0.893, Validation Accuracy:  0.888, Loss:  0.090
Epoch  68 Batch    0/134 - Train Accuracy:  0.882, Validation Accuracy:  0.883, Loss:  0.093
Epoch  68 Batch    1/134 - Train Accuracy:  0.883, Validation Accuracy:  0.881, Loss:  0.097
Epoch  68 Batch    2/134 - Train Accuracy:  0.885, Validation Accuracy:  0.887, Loss:  0.090
Epoch  68 Batch    3/134 - Train Accuracy:  0.900, Validation Accuracy:  0.890, Loss:  0.090
Epoch  68 Batch    4/134 - Train Accuracy:  0.880, Validation Accuracy:  0.882, Loss:  0.093
Epoch  68 Batch    5/134 - Train Accuracy:  0.892, Validation Accuracy:  0.889, Loss:  0.097
Epoch  68 Batch    6/134 - Train Accuracy:  0.885, Validation Accuracy:  0.890, Loss:  0.086
Epoch  68 Batch    7/134 - Train Accuracy:  0.880, Validation Accuracy:  0.886, Loss:  0.089
Epoch  68 Batch    8/134 - Train Accuracy:  0.889, Validation Accuracy:  0.883, Loss:  0.091
Epoch  68 Batch    9/134 - Train Accuracy:  0.901, Validation Accuracy:  0.889, Loss:  0.084
Epoch  68 Batch   10/134 - Train Accuracy:  0.891, Validation Accuracy:  0.889, Loss:  0.091
Epoch  68 Batch   11/134 - Train Accuracy:  0.883, Validation Accuracy:  0.887, Loss:  0.088
Epoch  68 Batch   12/134 - Train Accuracy:  0.898, Validation Accuracy:  0.886, Loss:  0.089
Epoch  68 Batch   13/134 - Train Accuracy:  0.875, Validation Accuracy:  0.886, Loss:  0.097
Epoch  68 Batch   14/134 - Train Accuracy:  0.898, Validation Accuracy:  0.888, Loss:  0.094
Epoch  68 Batch   15/134 - Train Accuracy:  0.886, Validation Accuracy:  0.889, Loss:  0.088
Epoch  68 Batch   16/134 - Train Accuracy:  0.889, Validation Accuracy:  0.887, Loss:  0.084
Epoch  68 Batch   17/134 - Train Accuracy:  0.883, Validation Accuracy:  0.890, Loss:  0.101
Epoch  68 Batch   18/134 - Train Accuracy:  0.890, Validation Accuracy:  0.891, Loss:  0.089
Epoch  68 Batch   19/134 - Train Accuracy:  0.880, Validation Accuracy:  0.891, Loss:  0.096
Epoch  68 Batch   20/134 - Train Accuracy:  0.897, Validation Accuracy:  0.893, Loss:  0.089
Epoch  68 Batch   21/134 - Train Accuracy:  0.888, Validation Accuracy:  0.890, Loss:  0.091
Epoch  68 Batch   22/134 - Train Accuracy:  0.880, Validation Accuracy:  0.884, Loss:  0.092
Epoch  68 Batch   23/134 - Train Accuracy:  0.898, Validation Accuracy:  0.888, Loss:  0.084
Epoch  68 Batch   24/134 - Train Accuracy:  0.878, Validation Accuracy:  0.887, Loss:  0.093
Epoch  68 Batch   25/134 - Train Accuracy:  0.887, Validation Accuracy:  0.884, Loss:  0.085
Epoch  68 Batch   26/134 - Train Accuracy:  0.891, Validation Accuracy:  0.889, Loss:  0.094
Epoch  68 Batch   27/134 - Train Accuracy:  0.885, Validation Accuracy:  0.889, Loss:  0.091
Epoch  68 Batch   28/134 - Train Accuracy:  0.894, Validation Accuracy:  0.890, Loss:  0.093
Epoch  68 Batch   29/134 - Train Accuracy:  0.899, Validation Accuracy:  0.891, Loss:  0.081
Epoch  68 Batch   30/134 - Train Accuracy:  0.899, Validation Accuracy:  0.887, Loss:  0.085
Epoch  68 Batch   31/134 - Train Accuracy:  0.887, Validation Accuracy:  0.890, Loss:  0.090
Epoch  68 Batch   32/134 - Train Accuracy:  0.896, Validation Accuracy:  0.887, Loss:  0.087
Epoch  68 Batch   33/134 - Train Accuracy:  0.873, Validation Accuracy:  0.892, Loss:  0.100
Epoch  68 Batch   34/134 - Train Accuracy:  0.890, Validation Accuracy:  0.889, Loss:  0.097
Epoch  68 Batch   35/134 - Train Accuracy:  0.887, Validation Accuracy:  0.889, Loss:  0.094
Epoch  68 Batch   36/134 - Train Accuracy:  0.893, Validation Accuracy:  0.890, Loss:  0.090
Epoch  68 Batch   37/134 - Train Accuracy:  0.885, Validation Accuracy:  0.891, Loss:  0.093
Epoch  68 Batch   38/134 - Train Accuracy:  0.897, Validation Accuracy:  0.890, Loss:  0.087
Epoch  68 Batch   39/134 - Train Accuracy:  0.893, Validation Accuracy:  0.888, Loss:  0.091
Epoch  68 Batch   40/134 - Train Accuracy:  0.885, Validation Accuracy:  0.889, Loss:  0.091
Epoch  68 Batch   41/134 - Train Accuracy:  0.879, Validation Accuracy:  0.888, Loss:  0.101
Epoch  68 Batch   42/134 - Train Accuracy:  0.886, Validation Accuracy:  0.887, Loss:  0.089
Epoch  68 Batch   43/134 - Train Accuracy:  0.879, Validation Accuracy:  0.888, Loss:  0.095
Epoch  68 Batch   44/134 - Train Accuracy:  0.888, Validation Accuracy:  0.884, Loss:  0.090
Epoch  68 Batch   45/134 - Train Accuracy:  0.890, Validation Accuracy:  0.889, Loss:  0.088
Epoch  68 Batch   46/134 - Train Accuracy:  0.894, Validation Accuracy:  0.889, Loss:  0.091
Epoch  68 Batch   47/134 - Train Accuracy:  0.881, Validation Accuracy:  0.889, Loss:  0.092
Epoch  68 Batch   48/134 - Train Accuracy:  0.893, Validation Accuracy:  0.891, Loss:  0.091
Epoch  68 Batch   49/134 - Train Accuracy:  0.897, Validation Accuracy:  0.890, Loss:  0.090
Epoch  68 Batch   50/134 - Train Accuracy:  0.887, Validation Accuracy:  0.887, Loss:  0.094
Epoch  68 Batch   51/134 - Train Accuracy:  0.891, Validation Accuracy:  0.891, Loss:  0.091
Epoch  68 Batch   52/134 - Train Accuracy:  0.896, Validation Accuracy:  0.889, Loss:  0.090
Epoch  68 Batch   53/134 - Train Accuracy:  0.892, Validation Accuracy:  0.887, Loss:  0.088
Epoch  68 Batch   54/134 - Train Accuracy:  0.873, Validation Accuracy:  0.890, Loss:  0.093
Epoch  68 Batch   55/134 - Train Accuracy:  0.887, Validation Accuracy:  0.888, Loss:  0.097
Epoch  68 Batch   56/134 - Train Accuracy:  0.886, Validation Accuracy:  0.888, Loss:  0.090
Epoch  68 Batch   57/134 - Train Accuracy:  0.895, Validation Accuracy:  0.888, Loss:  0.092
Epoch  68 Batch   58/134 - Train Accuracy:  0.888, Validation Accuracy:  0.889, Loss:  0.090
Epoch  68 Batch   59/134 - Train Accuracy:  0.877, Validation Accuracy:  0.890, Loss:  0.091
Epoch  68 Batch   60/134 - Train Accuracy:  0.890, Validation Accuracy:  0.892, Loss:  0.087
Epoch  68 Batch   61/134 - Train Accuracy:  0.884, Validation Accuracy:  0.889, Loss:  0.084
Epoch  68 Batch   62/134 - Train Accuracy:  0.889, Validation Accuracy:  0.892, Loss:  0.091
Epoch  68 Batch   63/134 - Train Accuracy:  0.890, Validation Accuracy:  0.894, Loss:  0.088
Epoch  68 Batch   64/134 - Train Accuracy:  0.887, Validation Accuracy:  0.886, Loss:  0.092
Epoch  68 Batch   65/134 - Train Accuracy:  0.871, Validation Accuracy:  0.890, Loss:  0.093
Epoch  68 Batch   66/134 - Train Accuracy:  0.895, Validation Accuracy:  0.891, Loss:  0.086
Epoch  68 Batch   67/134 - Train Accuracy:  0.867, Validation Accuracy:  0.884, Loss:  0.098
Epoch  68 Batch   68/134 - Train Accuracy:  0.872, Validation Accuracy:  0.885, Loss:  0.100
Epoch  68 Batch   69/134 - Train Accuracy:  0.839, Validation Accuracy:  0.835, Loss:  0.108
Epoch  68 Batch   70/134 - Train Accuracy:  0.869, Validation Accuracy:  0.871, Loss:  0.183
Epoch  68 Batch   71/134 - Train Accuracy:  0.879, Validation Accuracy:  0.865, Loss:  0.103
Epoch  68 Batch   72/134 - Train Accuracy:  0.812, Validation Accuracy:  0.812, Loss:  0.125
Epoch  68 Batch   73/134 - Train Accuracy:  0.844, Validation Accuracy:  0.853, Loss:  0.221
Epoch  68 Batch   74/134 - Train Accuracy:  0.790, Validation Accuracy:  0.803, Loss:  0.153
Epoch  68 Batch   75/134 - Train Accuracy:  0.793, Validation Accuracy:  0.792, Loss:  0.312
Epoch  68 Batch   76/134 - Train Accuracy:  0.822, Validation Accuracy:  0.819, Loss:  0.287
Epoch  68 Batch   77/134 - Train Accuracy:  0.778, Validation Accuracy:  0.773, Loss:  0.143
Epoch  68 Batch   78/134 - Train Accuracy:  0.826, Validation Accuracy:  0.837, Loss:  0.253
Epoch  68 Batch   79/134 - Train Accuracy:  0.785, Validation Accuracy:  0.801, Loss:  0.158
Epoch  68 Batch   80/134 - Train Accuracy:  0.825, Validation Accuracy:  0.823, Loss:  0.192
Epoch  68 Batch   81/134 - Train Accuracy:  0.852, Validation Accuracy:  0.838, Loss:  0.173
Epoch  68 Batch   82/134 - Train Accuracy:  0.837, Validation Accuracy:  0.835, Loss:  0.120
Epoch  68 Batch   83/134 - Train Accuracy:  0.838, Validation Accuracy:  0.837, Loss:  0.149
Epoch  68 Batch   84/134 - Train Accuracy:  0.859, Validation Accuracy:  0.864, Loss:  0.139
Epoch  68 Batch   85/134 - Train Accuracy:  0.830, Validation Accuracy:  0.839, Loss:  0.121
Epoch  68 Batch   86/134 - Train Accuracy:  0.856, Validation Accuracy:  0.850, Loss:  0.144
Epoch  68 Batch   87/134 - Train Accuracy:  0.838, Validation Accuracy:  0.852, Loss:  0.127
Epoch  68 Batch   88/134 - Train Accuracy:  0.871, Validation Accuracy:  0.861, Loss:  0.125
Epoch  68 Batch   89/134 - Train Accuracy:  0.862, Validation Accuracy:  0.856, Loss:  0.125
Epoch  68 Batch   90/134 - Train Accuracy:  0.828, Validation Accuracy:  0.833, Loss:  0.110
Epoch  68 Batch   91/134 - Train Accuracy:  0.887, Validation Accuracy:  0.867, Loss:  0.124
Epoch  68 Batch   92/134 - Train Accuracy:  0.860, Validation Accuracy:  0.865, Loss:  0.100
Epoch  68 Batch   93/134 - Train Accuracy:  0.854, Validation Accuracy:  0.839, Loss:  0.113
Epoch  68 Batch   94/134 - Train Accuracy:  0.870, Validation Accuracy:  0.860, Loss:  0.122
Epoch  68 Batch   95/134 - Train Accuracy:  0.862, Validation Accuracy:  0.857, Loss:  0.101
Epoch  68 Batch   96/134 - Train Accuracy:  0.865, Validation Accuracy:  0.854, Loss:  0.107
Epoch  68 Batch   97/134 - Train Accuracy:  0.863, Validation Accuracy:  0.868, Loss:  0.113
Epoch  68 Batch   98/134 - Train Accuracy:  0.858, Validation Accuracy:  0.858, Loss:  0.102
Epoch  68 Batch   99/134 - Train Accuracy:  0.876, Validation Accuracy:  0.867, Loss:  0.111
Epoch  68 Batch  100/134 - Train Accuracy:  0.863, Validation Accuracy:  0.873, Loss:  0.110
Epoch  68 Batch  101/134 - Train Accuracy:  0.865, Validation Accuracy:  0.862, Loss:  0.103
Epoch  68 Batch  102/134 - Train Accuracy:  0.862, Validation Accuracy:  0.865, Loss:  0.107
Epoch  68 Batch  103/134 - Train Accuracy:  0.877, Validation Accuracy:  0.867, Loss:  0.103
Epoch  68 Batch  104/134 - Train Accuracy:  0.884, Validation Accuracy:  0.866, Loss:  0.096
Epoch  68 Batch  105/134 - Train Accuracy:  0.862, Validation Accuracy:  0.868, Loss:  0.107
Epoch  68 Batch  106/134 - Train Accuracy:  0.874, Validation Accuracy:  0.876, Loss:  0.105
Epoch  68 Batch  107/134 - Train Accuracy:  0.876, Validation Accuracy:  0.870, Loss:  0.098
Epoch  68 Batch  108/134 - Train Accuracy:  0.872, Validation Accuracy:  0.873, Loss:  0.104
Epoch  68 Batch  109/134 - Train Accuracy:  0.884, Validation Accuracy:  0.877, Loss:  0.097
Epoch  68 Batch  110/134 - Train Accuracy:  0.885, Validation Accuracy:  0.879, Loss:  0.097
Epoch  68 Batch  111/134 - Train Accuracy:  0.878, Validation Accuracy:  0.876, Loss:  0.100
Epoch  68 Batch  112/134 - Train Accuracy:  0.876, Validation Accuracy:  0.876, Loss:  0.094
Epoch  68 Batch  113/134 - Train Accuracy:  0.887, Validation Accuracy:  0.877, Loss:  0.092
Epoch  68 Batch  114/134 - Train Accuracy:  0.876, Validation Accuracy:  0.879, Loss:  0.100
Epoch  68 Batch  115/134 - Train Accuracy:  0.870, Validation Accuracy:  0.879, Loss:  0.100
Epoch  68 Batch  116/134 - Train Accuracy:  0.882, Validation Accuracy:  0.877, Loss:  0.097
Epoch  68 Batch  117/134 - Train Accuracy:  0.881, Validation Accuracy:  0.881, Loss:  0.092
Epoch  68 Batch  118/134 - Train Accuracy:  0.884, Validation Accuracy:  0.887, Loss:  0.092
Epoch  68 Batch  119/134 - Train Accuracy:  0.893, Validation Accuracy:  0.879, Loss:  0.084
Epoch  68 Batch  120/134 - Train Accuracy:  0.878, Validation Accuracy:  0.876, Loss:  0.096
Epoch  68 Batch  121/134 - Train Accuracy:  0.891, Validation Accuracy:  0.886, Loss:  0.093
Epoch  68 Batch  122/134 - Train Accuracy:  0.877, Validation Accuracy:  0.884, Loss:  0.092
Epoch  68 Batch  123/134 - Train Accuracy:  0.890, Validation Accuracy:  0.879, Loss:  0.090
Epoch  68 Batch  124/134 - Train Accuracy:  0.892, Validation Accuracy:  0.881, Loss:  0.081
Epoch  68 Batch  125/134 - Train Accuracy:  0.887, Validation Accuracy:  0.883, Loss:  0.089
Epoch  68 Batch  126/134 - Train Accuracy:  0.877, Validation Accuracy:  0.882, Loss:  0.095
Epoch  68 Batch  127/134 - Train Accuracy:  0.883, Validation Accuracy:  0.884, Loss:  0.088
Epoch  68 Batch  128/134 - Train Accuracy:  0.873, Validation Accuracy:  0.878, Loss:  0.097
Epoch  68 Batch  129/134 - Train Accuracy:  0.891, Validation Accuracy:  0.884, Loss:  0.094
Epoch  68 Batch  130/134 - Train Accuracy:  0.880, Validation Accuracy:  0.884, Loss:  0.088
Epoch  68 Batch  131/134 - Train Accuracy:  0.883, Validation Accuracy:  0.888, Loss:  0.099
Epoch  68 Batch  132/134 - Train Accuracy:  0.891, Validation Accuracy:  0.886, Loss:  0.091
Epoch  69 Batch    0/134 - Train Accuracy:  0.884, Validation Accuracy:  0.883, Loss:  0.092
Epoch  69 Batch    1/134 - Train Accuracy:  0.882, Validation Accuracy:  0.883, Loss:  0.096
Epoch  69 Batch    2/134 - Train Accuracy:  0.884, Validation Accuracy:  0.885, Loss:  0.088
Epoch  69 Batch    3/134 - Train Accuracy:  0.894, Validation Accuracy:  0.887, Loss:  0.089
Epoch  69 Batch    4/134 - Train Accuracy:  0.883, Validation Accuracy:  0.883, Loss:  0.092
Epoch  69 Batch    5/134 - Train Accuracy:  0.894, Validation Accuracy:  0.885, Loss:  0.095
Epoch  69 Batch    6/134 - Train Accuracy:  0.883, Validation Accuracy:  0.889, Loss:  0.085
Epoch  69 Batch    7/134 - Train Accuracy:  0.885, Validation Accuracy:  0.888, Loss:  0.088
Epoch  69 Batch    8/134 - Train Accuracy:  0.886, Validation Accuracy:  0.886, Loss:  0.089
Epoch  69 Batch    9/134 - Train Accuracy:  0.897, Validation Accuracy:  0.887, Loss:  0.082
Epoch  69 Batch   10/134 - Train Accuracy:  0.896, Validation Accuracy:  0.891, Loss:  0.090
Epoch  69 Batch   11/134 - Train Accuracy:  0.887, Validation Accuracy:  0.888, Loss:  0.086
Epoch  69 Batch   12/134 - Train Accuracy:  0.900, Validation Accuracy:  0.890, Loss:  0.089
Epoch  69 Batch   13/134 - Train Accuracy:  0.870, Validation Accuracy:  0.884, Loss:  0.095
Epoch  69 Batch   14/134 - Train Accuracy:  0.897, Validation Accuracy:  0.891, Loss:  0.091
Epoch  69 Batch   15/134 - Train Accuracy:  0.888, Validation Accuracy:  0.890, Loss:  0.085
Epoch  69 Batch   16/134 - Train Accuracy:  0.893, Validation Accuracy:  0.888, Loss:  0.084
Epoch  69 Batch   17/134 - Train Accuracy:  0.880, Validation Accuracy:  0.888, Loss:  0.097
Epoch  69 Batch   18/134 - Train Accuracy:  0.887, Validation Accuracy:  0.890, Loss:  0.087
Epoch  69 Batch   19/134 - Train Accuracy:  0.881, Validation Accuracy:  0.890, Loss:  0.095
Epoch  69 Batch   20/134 - Train Accuracy:  0.895, Validation Accuracy:  0.888, Loss:  0.086
Epoch  69 Batch   21/134 - Train Accuracy:  0.893, Validation Accuracy:  0.890, Loss:  0.089
Epoch  69 Batch   22/134 - Train Accuracy:  0.882, Validation Accuracy:  0.888, Loss:  0.089
Epoch  69 Batch   23/134 - Train Accuracy:  0.898, Validation Accuracy:  0.889, Loss:  0.082
Epoch  69 Batch   24/134 - Train Accuracy:  0.881, Validation Accuracy:  0.888, Loss:  0.091
Epoch  69 Batch   25/134 - Train Accuracy:  0.888, Validation Accuracy:  0.888, Loss:  0.083
Epoch  69 Batch   26/134 - Train Accuracy:  0.887, Validation Accuracy:  0.887, Loss:  0.092
Epoch  69 Batch   27/134 - Train Accuracy:  0.889, Validation Accuracy:  0.887, Loss:  0.089
Epoch  69 Batch   28/134 - Train Accuracy:  0.896, Validation Accuracy:  0.891, Loss:  0.091
Epoch  69 Batch   29/134 - Train Accuracy:  0.900, Validation Accuracy:  0.889, Loss:  0.079
Epoch  69 Batch   30/134 - Train Accuracy:  0.900, Validation Accuracy:  0.889, Loss:  0.084
Epoch  69 Batch   31/134 - Train Accuracy:  0.888, Validation Accuracy:  0.891, Loss:  0.089
Epoch  69 Batch   32/134 - Train Accuracy:  0.894, Validation Accuracy:  0.892, Loss:  0.085
Epoch  69 Batch   33/134 - Train Accuracy:  0.876, Validation Accuracy:  0.889, Loss:  0.097
Epoch  69 Batch   34/134 - Train Accuracy:  0.889, Validation Accuracy:  0.889, Loss:  0.095
Epoch  69 Batch   35/134 - Train Accuracy:  0.890, Validation Accuracy:  0.889, Loss:  0.092
Epoch  69 Batch   36/134 - Train Accuracy:  0.894, Validation Accuracy:  0.891, Loss:  0.088
Epoch  69 Batch   37/134 - Train Accuracy:  0.887, Validation Accuracy:  0.890, Loss:  0.091
Epoch  69 Batch   38/134 - Train Accuracy:  0.900, Validation Accuracy:  0.891, Loss:  0.085
Epoch  69 Batch   39/134 - Train Accuracy:  0.899, Validation Accuracy:  0.891, Loss:  0.088
Epoch  69 Batch   40/134 - Train Accuracy:  0.887, Validation Accuracy:  0.890, Loss:  0.089
Epoch  69 Batch   41/134 - Train Accuracy:  0.880, Validation Accuracy:  0.892, Loss:  0.098
Epoch  69 Batch   42/134 - Train Accuracy:  0.888, Validation Accuracy:  0.891, Loss:  0.085
Epoch  69 Batch   43/134 - Train Accuracy:  0.881, Validation Accuracy:  0.890, Loss:  0.093
Epoch  69 Batch   44/134 - Train Accuracy:  0.889, Validation Accuracy:  0.889, Loss:  0.088
Epoch  69 Batch   45/134 - Train Accuracy:  0.889, Validation Accuracy:  0.886, Loss:  0.085
Epoch  69 Batch   46/134 - Train Accuracy:  0.893, Validation Accuracy:  0.889, Loss:  0.088
Epoch  69 Batch   47/134 - Train Accuracy:  0.884, Validation Accuracy:  0.893, Loss:  0.089
Epoch  69 Batch   48/134 - Train Accuracy:  0.892, Validation Accuracy:  0.893, Loss:  0.089
Epoch  69 Batch   49/134 - Train Accuracy:  0.894, Validation Accuracy:  0.891, Loss:  0.087
Epoch  69 Batch   50/134 - Train Accuracy:  0.892, Validation Accuracy:  0.888, Loss:  0.090
Epoch  69 Batch   51/134 - Train Accuracy:  0.890, Validation Accuracy:  0.892, Loss:  0.087
Epoch  69 Batch   52/134 - Train Accuracy:  0.895, Validation Accuracy:  0.892, Loss:  0.088
Epoch  69 Batch   53/134 - Train Accuracy:  0.896, Validation Accuracy:  0.892, Loss:  0.084
Epoch  69 Batch   54/134 - Train Accuracy:  0.873, Validation Accuracy:  0.891, Loss:  0.089
Epoch  69 Batch   55/134 - Train Accuracy:  0.887, Validation Accuracy:  0.888, Loss:  0.094
Epoch  69 Batch   56/134 - Train Accuracy:  0.890, Validation Accuracy:  0.890, Loss:  0.088
Epoch  69 Batch   57/134 - Train Accuracy:  0.900, Validation Accuracy:  0.890, Loss:  0.089
Epoch  69 Batch   58/134 - Train Accuracy:  0.890, Validation Accuracy:  0.890, Loss:  0.087
Epoch  69 Batch   59/134 - Train Accuracy:  0.880, Validation Accuracy:  0.891, Loss:  0.089
Epoch  69 Batch   60/134 - Train Accuracy:  0.891, Validation Accuracy:  0.893, Loss:  0.084
Epoch  69 Batch   61/134 - Train Accuracy:  0.886, Validation Accuracy:  0.894, Loss:  0.082
Epoch  69 Batch   62/134 - Train Accuracy:  0.889, Validation Accuracy:  0.895, Loss:  0.088
Epoch  69 Batch   63/134 - Train Accuracy:  0.890, Validation Accuracy:  0.894, Loss:  0.086
Epoch  69 Batch   64/134 - Train Accuracy:  0.889, Validation Accuracy:  0.891, Loss:  0.090
Epoch  69 Batch   65/134 - Train Accuracy:  0.871, Validation Accuracy:  0.891, Loss:  0.090
Epoch  69 Batch   66/134 - Train Accuracy:  0.898, Validation Accuracy:  0.894, Loss:  0.084
Epoch  69 Batch   67/134 - Train Accuracy:  0.873, Validation Accuracy:  0.892, Loss:  0.095
Epoch  69 Batch   68/134 - Train Accuracy:  0.888, Validation Accuracy:  0.888, Loss:  0.094
Epoch  69 Batch   69/134 - Train Accuracy:  0.888, Validation Accuracy:  0.891, Loss:  0.092
Epoch  69 Batch   70/134 - Train Accuracy:  0.892, Validation Accuracy:  0.893, Loss:  0.087
Epoch  69 Batch   71/134 - Train Accuracy:  0.898, Validation Accuracy:  0.891, Loss:  0.080
Epoch  69 Batch   72/134 - Train Accuracy:  0.881, Validation Accuracy:  0.888, Loss:  0.086
Epoch  69 Batch   73/134 - Train Accuracy:  0.888, Validation Accuracy:  0.889, Loss:  0.089
Epoch  69 Batch   74/134 - Train Accuracy:  0.877, Validation Accuracy:  0.891, Loss:  0.095
Epoch  69 Batch   75/134 - Train Accuracy:  0.890, Validation Accuracy:  0.893, Loss:  0.090
Epoch  69 Batch   76/134 - Train Accuracy:  0.895, Validation Accuracy:  0.888, Loss:  0.084
Epoch  69 Batch   77/134 - Train Accuracy:  0.890, Validation Accuracy:  0.889, Loss:  0.085
Epoch  69 Batch   78/134 - Train Accuracy:  0.875, Validation Accuracy:  0.892, Loss:  0.091
Epoch  69 Batch   79/134 - Train Accuracy:  0.884, Validation Accuracy:  0.893, Loss:  0.086
Epoch  69 Batch   80/134 - Train Accuracy:  0.898, Validation Accuracy:  0.892, Loss:  0.088
Epoch  69 Batch   81/134 - Train Accuracy:  0.899, Validation Accuracy:  0.895, Loss:  0.088
Epoch  69 Batch   82/134 - Train Accuracy:  0.896, Validation Accuracy:  0.894, Loss:  0.084
Epoch  69 Batch   83/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.089
Epoch  69 Batch   84/134 - Train Accuracy:  0.884, Validation Accuracy:  0.891, Loss:  0.086
Epoch  69 Batch   85/134 - Train Accuracy:  0.886, Validation Accuracy:  0.892, Loss:  0.092
Epoch  69 Batch   86/134 - Train Accuracy:  0.893, Validation Accuracy:  0.893, Loss:  0.086
Epoch  69 Batch   87/134 - Train Accuracy:  0.888, Validation Accuracy:  0.892, Loss:  0.096
Epoch  69 Batch   88/134 - Train Accuracy:  0.896, Validation Accuracy:  0.895, Loss:  0.082
Epoch  69 Batch   89/134 - Train Accuracy:  0.897, Validation Accuracy:  0.895, Loss:  0.086
Epoch  69 Batch   90/134 - Train Accuracy:  0.882, Validation Accuracy:  0.895, Loss:  0.088
Epoch  69 Batch   91/134 - Train Accuracy:  0.904, Validation Accuracy:  0.895, Loss:  0.074
Epoch  69 Batch   92/134 - Train Accuracy:  0.894, Validation Accuracy:  0.895, Loss:  0.084
Epoch  69 Batch   93/134 - Train Accuracy:  0.893, Validation Accuracy:  0.893, Loss:  0.088
Epoch  69 Batch   94/134 - Train Accuracy:  0.892, Validation Accuracy:  0.889, Loss:  0.086
Epoch  69 Batch   95/134 - Train Accuracy:  0.890, Validation Accuracy:  0.890, Loss:  0.086
Epoch  69 Batch   96/134 - Train Accuracy:  0.898, Validation Accuracy:  0.890, Loss:  0.083
Epoch  69 Batch   97/134 - Train Accuracy:  0.883, Validation Accuracy:  0.890, Loss:  0.088
Epoch  69 Batch   98/134 - Train Accuracy:  0.881, Validation Accuracy:  0.887, Loss:  0.090
Epoch  69 Batch   99/134 - Train Accuracy:  0.890, Validation Accuracy:  0.890, Loss:  0.090
Epoch  69 Batch  100/134 - Train Accuracy:  0.884, Validation Accuracy:  0.891, Loss:  0.091
Epoch  69 Batch  101/134 - Train Accuracy:  0.887, Validation Accuracy:  0.889, Loss:  0.092
Epoch  69 Batch  102/134 - Train Accuracy:  0.886, Validation Accuracy:  0.893, Loss:  0.091
Epoch  69 Batch  103/134 - Train Accuracy:  0.892, Validation Accuracy:  0.890, Loss:  0.084
Epoch  69 Batch  104/134 - Train Accuracy:  0.898, Validation Accuracy:  0.891, Loss:  0.086
Epoch  69 Batch  105/134 - Train Accuracy:  0.888, Validation Accuracy:  0.891, Loss:  0.092
Epoch  69 Batch  106/134 - Train Accuracy:  0.883, Validation Accuracy:  0.889, Loss:  0.088
Epoch  69 Batch  107/134 - Train Accuracy:  0.894, Validation Accuracy:  0.890, Loss:  0.089
Epoch  69 Batch  108/134 - Train Accuracy:  0.888, Validation Accuracy:  0.887, Loss:  0.089
Epoch  69 Batch  109/134 - Train Accuracy:  0.894, Validation Accuracy:  0.891, Loss:  0.085
Epoch  69 Batch  110/134 - Train Accuracy:  0.895, Validation Accuracy:  0.889, Loss:  0.087
Epoch  69 Batch  111/134 - Train Accuracy:  0.887, Validation Accuracy:  0.887, Loss:  0.090
Epoch  69 Batch  112/134 - Train Accuracy:  0.884, Validation Accuracy:  0.889, Loss:  0.083
Epoch  69 Batch  113/134 - Train Accuracy:  0.898, Validation Accuracy:  0.889, Loss:  0.084
Epoch  69 Batch  114/134 - Train Accuracy:  0.884, Validation Accuracy:  0.891, Loss:  0.089
Epoch  69 Batch  115/134 - Train Accuracy:  0.882, Validation Accuracy:  0.892, Loss:  0.091
Epoch  69 Batch  116/134 - Train Accuracy:  0.895, Validation Accuracy:  0.890, Loss:  0.090
Epoch  69 Batch  117/134 - Train Accuracy:  0.892, Validation Accuracy:  0.894, Loss:  0.083
Epoch  69 Batch  118/134 - Train Accuracy:  0.892, Validation Accuracy:  0.893, Loss:  0.084
Epoch  69 Batch  119/134 - Train Accuracy:  0.901, Validation Accuracy:  0.891, Loss:  0.077
Epoch  69 Batch  120/134 - Train Accuracy:  0.886, Validation Accuracy:  0.895, Loss:  0.089
Epoch  69 Batch  121/134 - Train Accuracy:  0.898, Validation Accuracy:  0.892, Loss:  0.084
Epoch  69 Batch  122/134 - Train Accuracy:  0.882, Validation Accuracy:  0.888, Loss:  0.088
Epoch  69 Batch  123/134 - Train Accuracy:  0.896, Validation Accuracy:  0.887, Loss:  0.083
Epoch  69 Batch  124/134 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.076
Epoch  69 Batch  125/134 - Train Accuracy:  0.897, Validation Accuracy:  0.888, Loss:  0.082
Epoch  69 Batch  126/134 - Train Accuracy:  0.884, Validation Accuracy:  0.888, Loss:  0.089
Epoch  69 Batch  127/134 - Train Accuracy:  0.889, Validation Accuracy:  0.888, Loss:  0.082
Epoch  69 Batch  128/134 - Train Accuracy:  0.879, Validation Accuracy:  0.892, Loss:  0.092
Epoch  69 Batch  129/134 - Train Accuracy:  0.899, Validation Accuracy:  0.891, Loss:  0.088
Epoch  69 Batch  130/134 - Train Accuracy:  0.887, Validation Accuracy:  0.890, Loss:  0.084
Epoch  69 Batch  131/134 - Train Accuracy:  0.886, Validation Accuracy:  0.891, Loss:  0.093
Epoch  69 Batch  132/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.086
Epoch  70 Batch    0/134 - Train Accuracy:  0.887, Validation Accuracy:  0.888, Loss:  0.087
Epoch  70 Batch    1/134 - Train Accuracy:  0.885, Validation Accuracy:  0.885, Loss:  0.091
Epoch  70 Batch    2/134 - Train Accuracy:  0.889, Validation Accuracy:  0.885, Loss:  0.084
Epoch  70 Batch    3/134 - Train Accuracy:  0.899, Validation Accuracy:  0.891, Loss:  0.085
Epoch  70 Batch    4/134 - Train Accuracy:  0.888, Validation Accuracy:  0.890, Loss:  0.088
Epoch  70 Batch    5/134 - Train Accuracy:  0.897, Validation Accuracy:  0.887, Loss:  0.091
Epoch  70 Batch    6/134 - Train Accuracy:  0.884, Validation Accuracy:  0.892, Loss:  0.081
Epoch  70 Batch    7/134 - Train Accuracy:  0.888, Validation Accuracy:  0.893, Loss:  0.084
Epoch  70 Batch    8/134 - Train Accuracy:  0.893, Validation Accuracy:  0.890, Loss:  0.085
Epoch  70 Batch    9/134 - Train Accuracy:  0.902, Validation Accuracy:  0.889, Loss:  0.078
Epoch  70 Batch   10/134 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.086
Epoch  70 Batch   11/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.083
Epoch  70 Batch   12/134 - Train Accuracy:  0.903, Validation Accuracy:  0.892, Loss:  0.085
Epoch  70 Batch   13/134 - Train Accuracy:  0.874, Validation Accuracy:  0.886, Loss:  0.091
Epoch  70 Batch   14/134 - Train Accuracy:  0.898, Validation Accuracy:  0.893, Loss:  0.087
Epoch  70 Batch   15/134 - Train Accuracy:  0.892, Validation Accuracy:  0.895, Loss:  0.082
Epoch  70 Batch   16/134 - Train Accuracy:  0.892, Validation Accuracy:  0.895, Loss:  0.080
Epoch  70 Batch   17/134 - Train Accuracy:  0.886, Validation Accuracy:  0.894, Loss:  0.094
Epoch  70 Batch   18/134 - Train Accuracy:  0.891, Validation Accuracy:  0.896, Loss:  0.083
Epoch  70 Batch   19/134 - Train Accuracy:  0.882, Validation Accuracy:  0.898, Loss:  0.091
Epoch  70 Batch   20/134 - Train Accuracy:  0.899, Validation Accuracy:  0.896, Loss:  0.082
Epoch  70 Batch   21/134 - Train Accuracy:  0.898, Validation Accuracy:  0.895, Loss:  0.086
Epoch  70 Batch   22/134 - Train Accuracy:  0.884, Validation Accuracy:  0.894, Loss:  0.086
Epoch  70 Batch   23/134 - Train Accuracy:  0.898, Validation Accuracy:  0.892, Loss:  0.078
Epoch  70 Batch   24/134 - Train Accuracy:  0.881, Validation Accuracy:  0.889, Loss:  0.088
Epoch  70 Batch   25/134 - Train Accuracy:  0.890, Validation Accuracy:  0.889, Loss:  0.080
Epoch  70 Batch   26/134 - Train Accuracy:  0.892, Validation Accuracy:  0.892, Loss:  0.089
Epoch  70 Batch   27/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.086
Epoch  70 Batch   28/134 - Train Accuracy:  0.896, Validation Accuracy:  0.893, Loss:  0.088
Epoch  70 Batch   29/134 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.076
Epoch  70 Batch   30/134 - Train Accuracy:  0.901, Validation Accuracy:  0.892, Loss:  0.081
Epoch  70 Batch   31/134 - Train Accuracy:  0.894, Validation Accuracy:  0.895, Loss:  0.086
Epoch  70 Batch   32/134 - Train Accuracy:  0.899, Validation Accuracy:  0.893, Loss:  0.082
Epoch  70 Batch   33/134 - Train Accuracy:  0.877, Validation Accuracy:  0.889, Loss:  0.094
Epoch  70 Batch   34/134 - Train Accuracy:  0.892, Validation Accuracy:  0.893, Loss:  0.092
Epoch  70 Batch   35/134 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.089
Epoch  70 Batch   36/134 - Train Accuracy:  0.894, Validation Accuracy:  0.891, Loss:  0.085
Epoch  70 Batch   37/134 - Train Accuracy:  0.887, Validation Accuracy:  0.893, Loss:  0.088
Epoch  70 Batch   38/134 - Train Accuracy:  0.901, Validation Accuracy:  0.893, Loss:  0.082
Epoch  70 Batch   39/134 - Train Accuracy:  0.896, Validation Accuracy:  0.892, Loss:  0.085
Epoch  70 Batch   40/134 - Train Accuracy:  0.892, Validation Accuracy:  0.893, Loss:  0.086
Epoch  70 Batch   41/134 - Train Accuracy:  0.884, Validation Accuracy:  0.890, Loss:  0.096
Epoch  70 Batch   42/134 - Train Accuracy:  0.891, Validation Accuracy:  0.892, Loss:  0.083
Epoch  70 Batch   43/134 - Train Accuracy:  0.883, Validation Accuracy:  0.892, Loss:  0.090
Epoch  70 Batch   44/134 - Train Accuracy:  0.895, Validation Accuracy:  0.887, Loss:  0.086
Epoch  70 Batch   45/134 - Train Accuracy:  0.893, Validation Accuracy:  0.885, Loss:  0.082
Epoch  70 Batch   46/134 - Train Accuracy:  0.896, Validation Accuracy:  0.891, Loss:  0.086
Epoch  70 Batch   47/134 - Train Accuracy:  0.886, Validation Accuracy:  0.894, Loss:  0.087
Epoch  70 Batch   48/134 - Train Accuracy:  0.894, Validation Accuracy:  0.891, Loss:  0.086
Epoch  70 Batch   49/134 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.086
Epoch  70 Batch   50/134 - Train Accuracy:  0.894, Validation Accuracy:  0.893, Loss:  0.088
Epoch  70 Batch   51/134 - Train Accuracy:  0.889, Validation Accuracy:  0.894, Loss:  0.085
Epoch  70 Batch   52/134 - Train Accuracy:  0.897, Validation Accuracy:  0.895, Loss:  0.085
Epoch  70 Batch   53/134 - Train Accuracy:  0.897, Validation Accuracy:  0.895, Loss:  0.082
Epoch  70 Batch   54/134 - Train Accuracy:  0.874, Validation Accuracy:  0.894, Loss:  0.086
Epoch  70 Batch   55/134 - Train Accuracy:  0.891, Validation Accuracy:  0.891, Loss:  0.091
Epoch  70 Batch   56/134 - Train Accuracy:  0.896, Validation Accuracy:  0.893, Loss:  0.085
Epoch  70 Batch   57/134 - Train Accuracy:  0.901, Validation Accuracy:  0.893, Loss:  0.086
Epoch  70 Batch   58/134 - Train Accuracy:  0.890, Validation Accuracy:  0.892, Loss:  0.084
Epoch  70 Batch   59/134 - Train Accuracy:  0.883, Validation Accuracy:  0.895, Loss:  0.087
Epoch  70 Batch   60/134 - Train Accuracy:  0.897, Validation Accuracy:  0.894, Loss:  0.081
Epoch  70 Batch   61/134 - Train Accuracy:  0.888, Validation Accuracy:  0.895, Loss:  0.079
Epoch  70 Batch   62/134 - Train Accuracy:  0.889, Validation Accuracy:  0.894, Loss:  0.085
Epoch  70 Batch   63/134 - Train Accuracy:  0.892, Validation Accuracy:  0.896, Loss:  0.084
Epoch  70 Batch   64/134 - Train Accuracy:  0.889, Validation Accuracy:  0.891, Loss:  0.087
Epoch  70 Batch   65/134 - Train Accuracy:  0.872, Validation Accuracy:  0.892, Loss:  0.088
Epoch  70 Batch   66/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.082
Epoch  70 Batch   67/134 - Train Accuracy:  0.870, Validation Accuracy:  0.889, Loss:  0.093
Epoch  70 Batch   68/134 - Train Accuracy:  0.887, Validation Accuracy:  0.889, Loss:  0.091
Epoch  70 Batch   69/134 - Train Accuracy:  0.892, Validation Accuracy:  0.896, Loss:  0.090
Epoch  70 Batch   70/134 - Train Accuracy:  0.894, Validation Accuracy:  0.894, Loss:  0.084
Epoch  70 Batch   71/134 - Train Accuracy:  0.896, Validation Accuracy:  0.889, Loss:  0.078
Epoch  70 Batch   72/134 - Train Accuracy:  0.884, Validation Accuracy:  0.888, Loss:  0.084
Epoch  70 Batch   73/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.086
Epoch  70 Batch   74/134 - Train Accuracy:  0.878, Validation Accuracy:  0.893, Loss:  0.092
Epoch  70 Batch   75/134 - Train Accuracy:  0.887, Validation Accuracy:  0.892, Loss:  0.087
Epoch  70 Batch   76/134 - Train Accuracy:  0.897, Validation Accuracy:  0.889, Loss:  0.081
Epoch  70 Batch   77/134 - Train Accuracy:  0.894, Validation Accuracy:  0.893, Loss:  0.082
Epoch  70 Batch   78/134 - Train Accuracy:  0.876, Validation Accuracy:  0.896, Loss:  0.088
Epoch  70 Batch   79/134 - Train Accuracy:  0.883, Validation Accuracy:  0.893, Loss:  0.083
Epoch  70 Batch   80/134 - Train Accuracy:  0.903, Validation Accuracy:  0.894, Loss:  0.085
Epoch  70 Batch   81/134 - Train Accuracy:  0.901, Validation Accuracy:  0.897, Loss:  0.085
Epoch  70 Batch   82/134 - Train Accuracy:  0.897, Validation Accuracy:  0.894, Loss:  0.081
Epoch  70 Batch   83/134 - Train Accuracy:  0.890, Validation Accuracy:  0.893, Loss:  0.086
Epoch  70 Batch   84/134 - Train Accuracy:  0.886, Validation Accuracy:  0.895, Loss:  0.083
Epoch  70 Batch   85/134 - Train Accuracy:  0.888, Validation Accuracy:  0.896, Loss:  0.089
Epoch  70 Batch   86/134 - Train Accuracy:  0.894, Validation Accuracy:  0.894, Loss:  0.083
Epoch  70 Batch   87/134 - Train Accuracy:  0.889, Validation Accuracy:  0.894, Loss:  0.093
Epoch  70 Batch   88/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.079
Epoch  70 Batch   89/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.083
Epoch  70 Batch   90/134 - Train Accuracy:  0.883, Validation Accuracy:  0.895, Loss:  0.085
Epoch  70 Batch   91/134 - Train Accuracy:  0.903, Validation Accuracy:  0.896, Loss:  0.072
Epoch  70 Batch   92/134 - Train Accuracy:  0.898, Validation Accuracy:  0.895, Loss:  0.081
Epoch  70 Batch   93/134 - Train Accuracy:  0.895, Validation Accuracy:  0.896, Loss:  0.085
Epoch  70 Batch   94/134 - Train Accuracy:  0.892, Validation Accuracy:  0.893, Loss:  0.083
Epoch  70 Batch   95/134 - Train Accuracy:  0.891, Validation Accuracy:  0.892, Loss:  0.082
Epoch  70 Batch   96/134 - Train Accuracy:  0.898, Validation Accuracy:  0.895, Loss:  0.081
Epoch  70 Batch   97/134 - Train Accuracy:  0.886, Validation Accuracy:  0.892, Loss:  0.084
Epoch  70 Batch   98/134 - Train Accuracy:  0.884, Validation Accuracy:  0.893, Loss:  0.087
Epoch  70 Batch   99/134 - Train Accuracy:  0.890, Validation Accuracy:  0.893, Loss:  0.086
Epoch  70 Batch  100/134 - Train Accuracy:  0.884, Validation Accuracy:  0.893, Loss:  0.087
Epoch  70 Batch  101/134 - Train Accuracy:  0.889, Validation Accuracy:  0.893, Loss:  0.089
Epoch  70 Batch  102/134 - Train Accuracy:  0.887, Validation Accuracy:  0.893, Loss:  0.087
Epoch  70 Batch  103/134 - Train Accuracy:  0.892, Validation Accuracy:  0.891, Loss:  0.082
Epoch  70 Batch  104/134 - Train Accuracy:  0.899, Validation Accuracy:  0.891, Loss:  0.083
Epoch  70 Batch  105/134 - Train Accuracy:  0.890, Validation Accuracy:  0.892, Loss:  0.089
Epoch  70 Batch  106/134 - Train Accuracy:  0.880, Validation Accuracy:  0.892, Loss:  0.085
Epoch  70 Batch  107/134 - Train Accuracy:  0.895, Validation Accuracy:  0.888, Loss:  0.085
Epoch  70 Batch  108/134 - Train Accuracy:  0.890, Validation Accuracy:  0.893, Loss:  0.086
Epoch  70 Batch  109/134 - Train Accuracy:  0.896, Validation Accuracy:  0.893, Loss:  0.081
Epoch  70 Batch  110/134 - Train Accuracy:  0.898, Validation Accuracy:  0.889, Loss:  0.084
Epoch  70 Batch  111/134 - Train Accuracy:  0.888, Validation Accuracy:  0.890, Loss:  0.086
Epoch  70 Batch  112/134 - Train Accuracy:  0.886, Validation Accuracy:  0.891, Loss:  0.080
Epoch  70 Batch  113/134 - Train Accuracy:  0.899, Validation Accuracy:  0.891, Loss:  0.081
Epoch  70 Batch  114/134 - Train Accuracy:  0.882, Validation Accuracy:  0.892, Loss:  0.087
Epoch  70 Batch  115/134 - Train Accuracy:  0.885, Validation Accuracy:  0.894, Loss:  0.087
Epoch  70 Batch  116/134 - Train Accuracy:  0.897, Validation Accuracy:  0.893, Loss:  0.087
Epoch  70 Batch  117/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.080
Epoch  70 Batch  118/134 - Train Accuracy:  0.892, Validation Accuracy:  0.896, Loss:  0.081
Epoch  70 Batch  119/134 - Train Accuracy:  0.902, Validation Accuracy:  0.895, Loss:  0.075
Epoch  70 Batch  120/134 - Train Accuracy:  0.887, Validation Accuracy:  0.896, Loss:  0.085
Epoch  70 Batch  121/134 - Train Accuracy:  0.900, Validation Accuracy:  0.895, Loss:  0.081
Epoch  70 Batch  122/134 - Train Accuracy:  0.883, Validation Accuracy:  0.890, Loss:  0.084
Epoch  70 Batch  123/134 - Train Accuracy:  0.899, Validation Accuracy:  0.890, Loss:  0.081
Epoch  70 Batch  124/134 - Train Accuracy:  0.901, Validation Accuracy:  0.893, Loss:  0.073
Epoch  70 Batch  125/134 - Train Accuracy:  0.898, Validation Accuracy:  0.891, Loss:  0.080
Epoch  70 Batch  126/134 - Train Accuracy:  0.886, Validation Accuracy:  0.890, Loss:  0.086
Epoch  70 Batch  127/134 - Train Accuracy:  0.891, Validation Accuracy:  0.890, Loss:  0.080
Epoch  70 Batch  128/134 - Train Accuracy:  0.883, Validation Accuracy:  0.893, Loss:  0.088
Epoch  70 Batch  129/134 - Train Accuracy:  0.900, Validation Accuracy:  0.894, Loss:  0.085
Epoch  70 Batch  130/134 - Train Accuracy:  0.888, Validation Accuracy:  0.894, Loss:  0.081
Epoch  70 Batch  131/134 - Train Accuracy:  0.889, Validation Accuracy:  0.895, Loss:  0.091
Epoch  70 Batch  132/134 - Train Accuracy:  0.897, Validation Accuracy:  0.895, Loss:  0.083
Epoch  71 Batch    0/134 - Train Accuracy:  0.887, Validation Accuracy:  0.889, Loss:  0.084
Epoch  71 Batch    1/134 - Train Accuracy:  0.887, Validation Accuracy:  0.886, Loss:  0.089
Epoch  71 Batch    2/134 - Train Accuracy:  0.892, Validation Accuracy:  0.890, Loss:  0.081
Epoch  71 Batch    3/134 - Train Accuracy:  0.900, Validation Accuracy:  0.891, Loss:  0.082
Epoch  71 Batch    4/134 - Train Accuracy:  0.886, Validation Accuracy:  0.889, Loss:  0.085
Epoch  71 Batch    5/134 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.088
Epoch  71 Batch    6/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.079
Epoch  71 Batch    7/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.082
Epoch  71 Batch    8/134 - Train Accuracy:  0.894, Validation Accuracy:  0.890, Loss:  0.083
Epoch  71 Batch    9/134 - Train Accuracy:  0.904, Validation Accuracy:  0.894, Loss:  0.076
Epoch  71 Batch   10/134 - Train Accuracy:  0.895, Validation Accuracy:  0.894, Loss:  0.084
Epoch  71 Batch   11/134 - Train Accuracy:  0.892, Validation Accuracy:  0.895, Loss:  0.080
Epoch  71 Batch   12/134 - Train Accuracy:  0.899, Validation Accuracy:  0.890, Loss:  0.082
Epoch  71 Batch   13/134 - Train Accuracy:  0.880, Validation Accuracy:  0.890, Loss:  0.089
Epoch  71 Batch   14/134 - Train Accuracy:  0.900, Validation Accuracy:  0.896, Loss:  0.084
Epoch  71 Batch   15/134 - Train Accuracy:  0.892, Validation Accuracy:  0.897, Loss:  0.080
Epoch  71 Batch   16/134 - Train Accuracy:  0.894, Validation Accuracy:  0.896, Loss:  0.077
Epoch  71 Batch   17/134 - Train Accuracy:  0.885, Validation Accuracy:  0.895, Loss:  0.092
Epoch  71 Batch   18/134 - Train Accuracy:  0.892, Validation Accuracy:  0.897, Loss:  0.081
Epoch  71 Batch   19/134 - Train Accuracy:  0.884, Validation Accuracy:  0.892, Loss:  0.089
Epoch  71 Batch   20/134 - Train Accuracy:  0.900, Validation Accuracy:  0.894, Loss:  0.080
Epoch  71 Batch   21/134 - Train Accuracy:  0.898, Validation Accuracy:  0.893, Loss:  0.084
Epoch  71 Batch   22/134 - Train Accuracy:  0.882, Validation Accuracy:  0.891, Loss:  0.084
Epoch  71 Batch   23/134 - Train Accuracy:  0.897, Validation Accuracy:  0.888, Loss:  0.076
Epoch  71 Batch   24/134 - Train Accuracy:  0.882, Validation Accuracy:  0.891, Loss:  0.086
Epoch  71 Batch   25/134 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.078
Epoch  71 Batch   26/134 - Train Accuracy:  0.888, Validation Accuracy:  0.891, Loss:  0.086
Epoch  71 Batch   27/134 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.084
Epoch  71 Batch   28/134 - Train Accuracy:  0.896, Validation Accuracy:  0.894, Loss:  0.085
Epoch  71 Batch   29/134 - Train Accuracy:  0.902, Validation Accuracy:  0.895, Loss:  0.074
Epoch  71 Batch   30/134 - Train Accuracy:  0.902, Validation Accuracy:  0.894, Loss:  0.078
Epoch  71 Batch   31/134 - Train Accuracy:  0.894, Validation Accuracy:  0.895, Loss:  0.083
Epoch  71 Batch   32/134 - Train Accuracy:  0.900, Validation Accuracy:  0.896, Loss:  0.080
Epoch  71 Batch   33/134 - Train Accuracy:  0.879, Validation Accuracy:  0.894, Loss:  0.092
Epoch  71 Batch   34/134 - Train Accuracy:  0.892, Validation Accuracy:  0.894, Loss:  0.089
Epoch  71 Batch   35/134 - Train Accuracy:  0.894, Validation Accuracy:  0.893, Loss:  0.087
Epoch  71 Batch   36/134 - Train Accuracy:  0.897, Validation Accuracy:  0.893, Loss:  0.083
Epoch  71 Batch   37/134 - Train Accuracy:  0.888, Validation Accuracy:  0.896, Loss:  0.085
Epoch  71 Batch   38/134 - Train Accuracy:  0.901, Validation Accuracy:  0.893, Loss:  0.079
Epoch  71 Batch   39/134 - Train Accuracy:  0.897, Validation Accuracy:  0.896, Loss:  0.083
Epoch  71 Batch   40/134 - Train Accuracy:  0.894, Validation Accuracy:  0.895, Loss:  0.083
Epoch  71 Batch   41/134 - Train Accuracy:  0.886, Validation Accuracy:  0.891, Loss:  0.093
Epoch  71 Batch   42/134 - Train Accuracy:  0.892, Validation Accuracy:  0.893, Loss:  0.080
Epoch  71 Batch   43/134 - Train Accuracy:  0.885, Validation Accuracy:  0.893, Loss:  0.087
Epoch  71 Batch   44/134 - Train Accuracy:  0.893, Validation Accuracy:  0.890, Loss:  0.083
Epoch  71 Batch   45/134 - Train Accuracy:  0.895, Validation Accuracy:  0.887, Loss:  0.080
Epoch  71 Batch   46/134 - Train Accuracy:  0.897, Validation Accuracy:  0.891, Loss:  0.083
Epoch  71 Batch   47/134 - Train Accuracy:  0.889, Validation Accuracy:  0.893, Loss:  0.084
Epoch  71 Batch   48/134 - Train Accuracy:  0.896, Validation Accuracy:  0.894, Loss:  0.084
Epoch  71 Batch   49/134 - Train Accuracy:  0.900, Validation Accuracy:  0.896, Loss:  0.083
Epoch  71 Batch   50/134 - Train Accuracy:  0.895, Validation Accuracy:  0.893, Loss:  0.086
Epoch  71 Batch   51/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.082
Epoch  71 Batch   52/134 - Train Accuracy:  0.899, Validation Accuracy:  0.896, Loss:  0.082
Epoch  71 Batch   53/134 - Train Accuracy:  0.897, Validation Accuracy:  0.894, Loss:  0.080
Epoch  71 Batch   54/134 - Train Accuracy:  0.874, Validation Accuracy:  0.893, Loss:  0.084
Epoch  71 Batch   55/134 - Train Accuracy:  0.891, Validation Accuracy:  0.893, Loss:  0.089
Epoch  71 Batch   56/134 - Train Accuracy:  0.896, Validation Accuracy:  0.895, Loss:  0.082
Epoch  71 Batch   57/134 - Train Accuracy:  0.903, Validation Accuracy:  0.892, Loss:  0.084
Epoch  71 Batch   58/134 - Train Accuracy:  0.890, Validation Accuracy:  0.892, Loss:  0.082
Epoch  71 Batch   59/134 - Train Accuracy:  0.883, Validation Accuracy:  0.893, Loss:  0.084
Epoch  71 Batch   60/134 - Train Accuracy:  0.901, Validation Accuracy:  0.893, Loss:  0.079
Epoch  71 Batch   61/134 - Train Accuracy:  0.890, Validation Accuracy:  0.893, Loss:  0.077
Epoch  71 Batch   62/134 - Train Accuracy:  0.891, Validation Accuracy:  0.895, Loss:  0.083
Epoch  71 Batch   63/134 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.081
Epoch  71 Batch   64/134 - Train Accuracy:  0.890, Validation Accuracy:  0.890, Loss:  0.085
Epoch  71 Batch   65/134 - Train Accuracy:  0.880, Validation Accuracy:  0.896, Loss:  0.086
Epoch  71 Batch   66/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.078
Epoch  71 Batch   67/134 - Train Accuracy:  0.868, Validation Accuracy:  0.885, Loss:  0.090
Epoch  71 Batch   68/134 - Train Accuracy:  0.888, Validation Accuracy:  0.893, Loss:  0.091
Epoch  71 Batch   69/134 - Train Accuracy:  0.895, Validation Accuracy:  0.894, Loss:  0.089
Epoch  71 Batch   70/134 - Train Accuracy:  0.895, Validation Accuracy:  0.892, Loss:  0.082
Epoch  71 Batch   71/134 - Train Accuracy:  0.901, Validation Accuracy:  0.893, Loss:  0.075
Epoch  71 Batch   72/134 - Train Accuracy:  0.889, Validation Accuracy:  0.897, Loss:  0.081
Epoch  71 Batch   73/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.084
Epoch  71 Batch   74/134 - Train Accuracy:  0.877, Validation Accuracy:  0.890, Loss:  0.089
Epoch  71 Batch   75/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.086
Epoch  71 Batch   76/134 - Train Accuracy:  0.897, Validation Accuracy:  0.895, Loss:  0.079
Epoch  71 Batch   77/134 - Train Accuracy:  0.892, Validation Accuracy:  0.895, Loss:  0.081
Epoch  71 Batch   78/134 - Train Accuracy:  0.880, Validation Accuracy:  0.896, Loss:  0.085
Epoch  71 Batch   79/134 - Train Accuracy:  0.886, Validation Accuracy:  0.896, Loss:  0.080
Epoch  71 Batch   80/134 - Train Accuracy:  0.901, Validation Accuracy:  0.895, Loss:  0.083
Epoch  71 Batch   81/134 - Train Accuracy:  0.900, Validation Accuracy:  0.894, Loss:  0.083
Epoch  71 Batch   82/134 - Train Accuracy:  0.900, Validation Accuracy:  0.893, Loss:  0.079
Epoch  71 Batch   83/134 - Train Accuracy:  0.893, Validation Accuracy:  0.895, Loss:  0.084
Epoch  71 Batch   84/134 - Train Accuracy:  0.888, Validation Accuracy:  0.896, Loss:  0.081
Epoch  71 Batch   85/134 - Train Accuracy:  0.885, Validation Accuracy:  0.894, Loss:  0.087
Epoch  71 Batch   86/134 - Train Accuracy:  0.895, Validation Accuracy:  0.893, Loss:  0.081
Epoch  71 Batch   87/134 - Train Accuracy:  0.889, Validation Accuracy:  0.900, Loss:  0.091
Epoch  71 Batch   88/134 - Train Accuracy:  0.898, Validation Accuracy:  0.897, Loss:  0.077
Epoch  71 Batch   89/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.080
Epoch  71 Batch   90/134 - Train Accuracy:  0.886, Validation Accuracy:  0.895, Loss:  0.083
Epoch  71 Batch   91/134 - Train Accuracy:  0.907, Validation Accuracy:  0.897, Loss:  0.069
Epoch  71 Batch   92/134 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.078
Epoch  71 Batch   93/134 - Train Accuracy:  0.893, Validation Accuracy:  0.895, Loss:  0.083
Epoch  71 Batch   94/134 - Train Accuracy:  0.896, Validation Accuracy:  0.890, Loss:  0.081
Epoch  71 Batch   95/134 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.080
Epoch  71 Batch   96/134 - Train Accuracy:  0.899, Validation Accuracy:  0.896, Loss:  0.079
Epoch  71 Batch   97/134 - Train Accuracy:  0.883, Validation Accuracy:  0.894, Loss:  0.081
Epoch  71 Batch   98/134 - Train Accuracy:  0.886, Validation Accuracy:  0.895, Loss:  0.084
Epoch  71 Batch   99/134 - Train Accuracy:  0.893, Validation Accuracy:  0.895, Loss:  0.084
Epoch  71 Batch  100/134 - Train Accuracy:  0.884, Validation Accuracy:  0.894, Loss:  0.084
Epoch  71 Batch  101/134 - Train Accuracy:  0.893, Validation Accuracy:  0.895, Loss:  0.087
Epoch  71 Batch  102/134 - Train Accuracy:  0.889, Validation Accuracy:  0.897, Loss:  0.084
Epoch  71 Batch  103/134 - Train Accuracy:  0.894, Validation Accuracy:  0.893, Loss:  0.080
Epoch  71 Batch  104/134 - Train Accuracy:  0.899, Validation Accuracy:  0.895, Loss:  0.080
Epoch  71 Batch  105/134 - Train Accuracy:  0.892, Validation Accuracy:  0.893, Loss:  0.086
Epoch  71 Batch  106/134 - Train Accuracy:  0.885, Validation Accuracy:  0.893, Loss:  0.083
Epoch  71 Batch  107/134 - Train Accuracy:  0.898, Validation Accuracy:  0.891, Loss:  0.082
Epoch  71 Batch  108/134 - Train Accuracy:  0.892, Validation Accuracy:  0.892, Loss:  0.084
Epoch  71 Batch  109/134 - Train Accuracy:  0.896, Validation Accuracy:  0.893, Loss:  0.079
Epoch  71 Batch  110/134 - Train Accuracy:  0.899, Validation Accuracy:  0.893, Loss:  0.081
Epoch  71 Batch  111/134 - Train Accuracy:  0.891, Validation Accuracy:  0.896, Loss:  0.084
Epoch  71 Batch  112/134 - Train Accuracy:  0.885, Validation Accuracy:  0.893, Loss:  0.078
Epoch  71 Batch  113/134 - Train Accuracy:  0.899, Validation Accuracy:  0.891, Loss:  0.079
Epoch  71 Batch  114/134 - Train Accuracy:  0.889, Validation Accuracy:  0.895, Loss:  0.085
Epoch  71 Batch  115/134 - Train Accuracy:  0.886, Validation Accuracy:  0.898, Loss:  0.084
Epoch  71 Batch  116/134 - Train Accuracy:  0.898, Validation Accuracy:  0.894, Loss:  0.084
Epoch  71 Batch  117/134 - Train Accuracy:  0.897, Validation Accuracy:  0.896, Loss:  0.078
Epoch  71 Batch  118/134 - Train Accuracy:  0.893, Validation Accuracy:  0.897, Loss:  0.078
Epoch  71 Batch  119/134 - Train Accuracy:  0.902, Validation Accuracy:  0.896, Loss:  0.073
Epoch  71 Batch  120/134 - Train Accuracy:  0.889, Validation Accuracy:  0.897, Loss:  0.083
Epoch  71 Batch  121/134 - Train Accuracy:  0.902, Validation Accuracy:  0.897, Loss:  0.078
Epoch  71 Batch  122/134 - Train Accuracy:  0.888, Validation Accuracy:  0.892, Loss:  0.082
Epoch  71 Batch  123/134 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.078
Epoch  71 Batch  124/134 - Train Accuracy:  0.902, Validation Accuracy:  0.895, Loss:  0.071
Epoch  71 Batch  125/134 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.077
Epoch  71 Batch  126/134 - Train Accuracy:  0.886, Validation Accuracy:  0.891, Loss:  0.083
Epoch  71 Batch  127/134 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.077
Epoch  71 Batch  128/134 - Train Accuracy:  0.885, Validation Accuracy:  0.896, Loss:  0.086
Epoch  71 Batch  129/134 - Train Accuracy:  0.901, Validation Accuracy:  0.895, Loss:  0.083
Epoch  71 Batch  130/134 - Train Accuracy:  0.888, Validation Accuracy:  0.897, Loss:  0.079
Epoch  71 Batch  131/134 - Train Accuracy:  0.891, Validation Accuracy:  0.897, Loss:  0.088
Epoch  71 Batch  132/134 - Train Accuracy:  0.898, Validation Accuracy:  0.895, Loss:  0.080
Epoch  72 Batch    0/134 - Train Accuracy:  0.890, Validation Accuracy:  0.892, Loss:  0.083
Epoch  72 Batch    1/134 - Train Accuracy:  0.887, Validation Accuracy:  0.888, Loss:  0.086
Epoch  72 Batch    2/134 - Train Accuracy:  0.894, Validation Accuracy:  0.892, Loss:  0.079
Epoch  72 Batch    3/134 - Train Accuracy:  0.902, Validation Accuracy:  0.893, Loss:  0.080
Epoch  72 Batch    4/134 - Train Accuracy:  0.884, Validation Accuracy:  0.889, Loss:  0.083
Epoch  72 Batch    5/134 - Train Accuracy:  0.901, Validation Accuracy:  0.890, Loss:  0.086
Epoch  72 Batch    6/134 - Train Accuracy:  0.893, Validation Accuracy:  0.895, Loss:  0.077
Epoch  72 Batch    7/134 - Train Accuracy:  0.893, Validation Accuracy:  0.896, Loss:  0.079
Epoch  72 Batch    8/134 - Train Accuracy:  0.895, Validation Accuracy:  0.891, Loss:  0.081
Epoch  72 Batch    9/134 - Train Accuracy:  0.906, Validation Accuracy:  0.895, Loss:  0.075
Epoch  72 Batch   10/134 - Train Accuracy:  0.897, Validation Accuracy:  0.896, Loss:  0.081
Epoch  72 Batch   11/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.079
Epoch  72 Batch   12/134 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.080
Epoch  72 Batch   13/134 - Train Accuracy:  0.879, Validation Accuracy:  0.893, Loss:  0.087
Epoch  72 Batch   14/134 - Train Accuracy:  0.902, Validation Accuracy:  0.896, Loss:  0.083
Epoch  72 Batch   15/134 - Train Accuracy:  0.891, Validation Accuracy:  0.896, Loss:  0.078
Epoch  72 Batch   16/134 - Train Accuracy:  0.898, Validation Accuracy:  0.894, Loss:  0.076
Epoch  72 Batch   17/134 - Train Accuracy:  0.886, Validation Accuracy:  0.894, Loss:  0.089
Epoch  72 Batch   18/134 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.081
Epoch  72 Batch   19/134 - Train Accuracy:  0.888, Validation Accuracy:  0.895, Loss:  0.087
Epoch  72 Batch   20/134 - Train Accuracy:  0.902, Validation Accuracy:  0.895, Loss:  0.078
Epoch  72 Batch   21/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.082
Epoch  72 Batch   22/134 - Train Accuracy:  0.886, Validation Accuracy:  0.888, Loss:  0.081
Epoch  72 Batch   23/134 - Train Accuracy:  0.900, Validation Accuracy:  0.894, Loss:  0.076
Epoch  72 Batch   24/134 - Train Accuracy:  0.885, Validation Accuracy:  0.892, Loss:  0.083
Epoch  72 Batch   25/134 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.076
Epoch  72 Batch   26/134 - Train Accuracy:  0.890, Validation Accuracy:  0.891, Loss:  0.083
Epoch  72 Batch   27/134 - Train Accuracy:  0.895, Validation Accuracy:  0.894, Loss:  0.081
Epoch  72 Batch   28/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.083
Epoch  72 Batch   29/134 - Train Accuracy:  0.902, Validation Accuracy:  0.895, Loss:  0.072
Epoch  72 Batch   30/134 - Train Accuracy:  0.903, Validation Accuracy:  0.894, Loss:  0.076
Epoch  72 Batch   31/134 - Train Accuracy:  0.895, Validation Accuracy:  0.899, Loss:  0.080
Epoch  72 Batch   32/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.077
Epoch  72 Batch   33/134 - Train Accuracy:  0.881, Validation Accuracy:  0.894, Loss:  0.090
Epoch  72 Batch   34/134 - Train Accuracy:  0.891, Validation Accuracy:  0.895, Loss:  0.087
Epoch  72 Batch   35/134 - Train Accuracy:  0.895, Validation Accuracy:  0.894, Loss:  0.084
Epoch  72 Batch   36/134 - Train Accuracy:  0.894, Validation Accuracy:  0.894, Loss:  0.081
Epoch  72 Batch   37/134 - Train Accuracy:  0.888, Validation Accuracy:  0.894, Loss:  0.083
Epoch  72 Batch   38/134 - Train Accuracy:  0.901, Validation Accuracy:  0.894, Loss:  0.077
Epoch  72 Batch   39/134 - Train Accuracy:  0.896, Validation Accuracy:  0.896, Loss:  0.081
Epoch  72 Batch   40/134 - Train Accuracy:  0.895, Validation Accuracy:  0.897, Loss:  0.081
Epoch  72 Batch   41/134 - Train Accuracy:  0.885, Validation Accuracy:  0.889, Loss:  0.090
Epoch  72 Batch   42/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.079
Epoch  72 Batch   43/134 - Train Accuracy:  0.885, Validation Accuracy:  0.893, Loss:  0.085
Epoch  72 Batch   44/134 - Train Accuracy:  0.893, Validation Accuracy:  0.888, Loss:  0.081
Epoch  72 Batch   45/134 - Train Accuracy:  0.897, Validation Accuracy:  0.889, Loss:  0.078
Epoch  72 Batch   46/134 - Train Accuracy:  0.900, Validation Accuracy:  0.893, Loss:  0.081
Epoch  72 Batch   47/134 - Train Accuracy:  0.889, Validation Accuracy:  0.896, Loss:  0.082
Epoch  72 Batch   48/134 - Train Accuracy:  0.898, Validation Accuracy:  0.894, Loss:  0.081
Epoch  72 Batch   49/134 - Train Accuracy:  0.902, Validation Accuracy:  0.895, Loss:  0.080
Epoch  72 Batch   50/134 - Train Accuracy:  0.892, Validation Accuracy:  0.894, Loss:  0.084
Epoch  72 Batch   51/134 - Train Accuracy:  0.895, Validation Accuracy:  0.897, Loss:  0.081
Epoch  72 Batch   52/134 - Train Accuracy:  0.899, Validation Accuracy:  0.894, Loss:  0.080
Epoch  72 Batch   53/134 - Train Accuracy:  0.896, Validation Accuracy:  0.893, Loss:  0.078
Epoch  72 Batch   54/134 - Train Accuracy:  0.878, Validation Accuracy:  0.895, Loss:  0.082
Epoch  72 Batch   55/134 - Train Accuracy:  0.891, Validation Accuracy:  0.896, Loss:  0.086
Epoch  72 Batch   56/134 - Train Accuracy:  0.894, Validation Accuracy:  0.894, Loss:  0.080
Epoch  72 Batch   57/134 - Train Accuracy:  0.901, Validation Accuracy:  0.894, Loss:  0.082
Epoch  72 Batch   58/134 - Train Accuracy:  0.892, Validation Accuracy:  0.894, Loss:  0.079
Epoch  72 Batch   59/134 - Train Accuracy:  0.885, Validation Accuracy:  0.893, Loss:  0.081
Epoch  72 Batch   60/134 - Train Accuracy:  0.902, Validation Accuracy:  0.893, Loss:  0.077
Epoch  72 Batch   61/134 - Train Accuracy:  0.890, Validation Accuracy:  0.894, Loss:  0.074
Epoch  72 Batch   62/134 - Train Accuracy:  0.890, Validation Accuracy:  0.893, Loss:  0.080
Epoch  72 Batch   63/134 - Train Accuracy:  0.895, Validation Accuracy:  0.894, Loss:  0.079
Epoch  72 Batch   64/134 - Train Accuracy:  0.890, Validation Accuracy:  0.893, Loss:  0.082
Epoch  72 Batch   65/134 - Train Accuracy:  0.881, Validation Accuracy:  0.895, Loss:  0.083
Epoch  72 Batch   66/134 - Train Accuracy:  0.900, Validation Accuracy:  0.896, Loss:  0.076
Epoch  72 Batch   67/134 - Train Accuracy:  0.871, Validation Accuracy:  0.889, Loss:  0.087
Epoch  72 Batch   68/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.087
Epoch  72 Batch   69/134 - Train Accuracy:  0.895, Validation Accuracy:  0.896, Loss:  0.086
Epoch  72 Batch   70/134 - Train Accuracy:  0.896, Validation Accuracy:  0.893, Loss:  0.080
Epoch  72 Batch   71/134 - Train Accuracy:  0.902, Validation Accuracy:  0.893, Loss:  0.073
Epoch  72 Batch   72/134 - Train Accuracy:  0.889, Validation Accuracy:  0.899, Loss:  0.079
Epoch  72 Batch   73/134 - Train Accuracy:  0.895, Validation Accuracy:  0.896, Loss:  0.082
Epoch  72 Batch   74/134 - Train Accuracy:  0.878, Validation Accuracy:  0.892, Loss:  0.087
Epoch  72 Batch   75/134 - Train Accuracy:  0.892, Validation Accuracy:  0.897, Loss:  0.084
Epoch  72 Batch   76/134 - Train Accuracy:  0.900, Validation Accuracy:  0.897, Loss:  0.076
Epoch  72 Batch   77/134 - Train Accuracy:  0.894, Validation Accuracy:  0.896, Loss:  0.079
Epoch  72 Batch   78/134 - Train Accuracy:  0.882, Validation Accuracy:  0.899, Loss:  0.083
Epoch  72 Batch   79/134 - Train Accuracy:  0.887, Validation Accuracy:  0.896, Loss:  0.078
Epoch  72 Batch   80/134 - Train Accuracy:  0.901, Validation Accuracy:  0.896, Loss:  0.081
Epoch  72 Batch   81/134 - Train Accuracy:  0.902, Validation Accuracy:  0.894, Loss:  0.081
Epoch  72 Batch   82/134 - Train Accuracy:  0.900, Validation Accuracy:  0.896, Loss:  0.077
Epoch  72 Batch   83/134 - Train Accuracy:  0.892, Validation Accuracy:  0.895, Loss:  0.081
Epoch  72 Batch   84/134 - Train Accuracy:  0.889, Validation Accuracy:  0.896, Loss:  0.079
Epoch  72 Batch   85/134 - Train Accuracy:  0.886, Validation Accuracy:  0.893, Loss:  0.084
Epoch  72 Batch   86/134 - Train Accuracy:  0.896, Validation Accuracy:  0.900, Loss:  0.079
Epoch  72 Batch   87/134 - Train Accuracy:  0.890, Validation Accuracy:  0.899, Loss:  0.088
Epoch  72 Batch   88/134 - Train Accuracy:  0.897, Validation Accuracy:  0.899, Loss:  0.074
Epoch  72 Batch   89/134 - Train Accuracy:  0.900, Validation Accuracy:  0.898, Loss:  0.078
Epoch  72 Batch   90/134 - Train Accuracy:  0.887, Validation Accuracy:  0.898, Loss:  0.080
Epoch  72 Batch   91/134 - Train Accuracy:  0.910, Validation Accuracy:  0.896, Loss:  0.067
Epoch  72 Batch   92/134 - Train Accuracy:  0.901, Validation Accuracy:  0.897, Loss:  0.076
Epoch  72 Batch   93/134 - Train Accuracy:  0.898, Validation Accuracy:  0.897, Loss:  0.081
Epoch  72 Batch   94/134 - Train Accuracy:  0.896, Validation Accuracy:  0.895, Loss:  0.078
Epoch  72 Batch   95/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.078
Epoch  72 Batch   96/134 - Train Accuracy:  0.901, Validation Accuracy:  0.898, Loss:  0.077
Epoch  72 Batch   97/134 - Train Accuracy:  0.887, Validation Accuracy:  0.895, Loss:  0.079
Epoch  72 Batch   98/134 - Train Accuracy:  0.888, Validation Accuracy:  0.893, Loss:  0.082
Epoch  72 Batch   99/134 - Train Accuracy:  0.896, Validation Accuracy:  0.895, Loss:  0.082
Epoch  72 Batch  100/134 - Train Accuracy:  0.884, Validation Accuracy:  0.894, Loss:  0.082
Epoch  72 Batch  101/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.085
Epoch  72 Batch  102/134 - Train Accuracy:  0.892, Validation Accuracy:  0.897, Loss:  0.082
Epoch  72 Batch  103/134 - Train Accuracy:  0.891, Validation Accuracy:  0.892, Loss:  0.078
Epoch  72 Batch  104/134 - Train Accuracy:  0.902, Validation Accuracy:  0.897, Loss:  0.079
Epoch  72 Batch  105/134 - Train Accuracy:  0.891, Validation Accuracy:  0.895, Loss:  0.084
Epoch  72 Batch  106/134 - Train Accuracy:  0.883, Validation Accuracy:  0.893, Loss:  0.081
Epoch  72 Batch  107/134 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.080
Epoch  72 Batch  108/134 - Train Accuracy:  0.890, Validation Accuracy:  0.895, Loss:  0.082
Epoch  72 Batch  109/134 - Train Accuracy:  0.898, Validation Accuracy:  0.895, Loss:  0.077
Epoch  72 Batch  110/134 - Train Accuracy:  0.902, Validation Accuracy:  0.892, Loss:  0.079
Epoch  72 Batch  111/134 - Train Accuracy:  0.894, Validation Accuracy:  0.896, Loss:  0.082
Epoch  72 Batch  112/134 - Train Accuracy:  0.890, Validation Accuracy:  0.894, Loss:  0.076
Epoch  72 Batch  113/134 - Train Accuracy:  0.898, Validation Accuracy:  0.889, Loss:  0.078
Epoch  72 Batch  114/134 - Train Accuracy:  0.888, Validation Accuracy:  0.893, Loss:  0.083
Epoch  72 Batch  115/134 - Train Accuracy:  0.890, Validation Accuracy:  0.900, Loss:  0.082
Epoch  72 Batch  116/134 - Train Accuracy:  0.899, Validation Accuracy:  0.895, Loss:  0.082
Epoch  72 Batch  117/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.076
Epoch  72 Batch  118/134 - Train Accuracy:  0.893, Validation Accuracy:  0.897, Loss:  0.076
Epoch  72 Batch  119/134 - Train Accuracy:  0.903, Validation Accuracy:  0.897, Loss:  0.071
Epoch  72 Batch  120/134 - Train Accuracy:  0.894, Validation Accuracy:  0.899, Loss:  0.081
Epoch  72 Batch  121/134 - Train Accuracy:  0.903, Validation Accuracy:  0.896, Loss:  0.076
Epoch  72 Batch  122/134 - Train Accuracy:  0.889, Validation Accuracy:  0.893, Loss:  0.080
Epoch  72 Batch  123/134 - Train Accuracy:  0.900, Validation Accuracy:  0.895, Loss:  0.077
Epoch  72 Batch  124/134 - Train Accuracy:  0.902, Validation Accuracy:  0.894, Loss:  0.069
Epoch  72 Batch  125/134 - Train Accuracy:  0.904, Validation Accuracy:  0.892, Loss:  0.075
Epoch  72 Batch  126/134 - Train Accuracy:  0.886, Validation Accuracy:  0.893, Loss:  0.081
Epoch  72 Batch  127/134 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.075
Epoch  72 Batch  128/134 - Train Accuracy:  0.886, Validation Accuracy:  0.898, Loss:  0.084
Epoch  72 Batch  129/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.081
Epoch  72 Batch  130/134 - Train Accuracy:  0.891, Validation Accuracy:  0.899, Loss:  0.076
Epoch  72 Batch  131/134 - Train Accuracy:  0.892, Validation Accuracy:  0.897, Loss:  0.085
Epoch  72 Batch  132/134 - Train Accuracy:  0.899, Validation Accuracy:  0.895, Loss:  0.078
Epoch  73 Batch    0/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.080
Epoch  73 Batch    1/134 - Train Accuracy:  0.888, Validation Accuracy:  0.890, Loss:  0.084
Epoch  73 Batch    2/134 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.077
Epoch  73 Batch    3/134 - Train Accuracy:  0.903, Validation Accuracy:  0.894, Loss:  0.078
Epoch  73 Batch    4/134 - Train Accuracy:  0.883, Validation Accuracy:  0.890, Loss:  0.080
Epoch  73 Batch    5/134 - Train Accuracy:  0.902, Validation Accuracy:  0.893, Loss:  0.085
Epoch  73 Batch    6/134 - Train Accuracy:  0.892, Validation Accuracy:  0.895, Loss:  0.075
Epoch  73 Batch    7/134 - Train Accuracy:  0.896, Validation Accuracy:  0.896, Loss:  0.077
Epoch  73 Batch    8/134 - Train Accuracy:  0.896, Validation Accuracy:  0.894, Loss:  0.079
Epoch  73 Batch    9/134 - Train Accuracy:  0.906, Validation Accuracy:  0.895, Loss:  0.073
Epoch  73 Batch   10/134 - Train Accuracy:  0.897, Validation Accuracy:  0.895, Loss:  0.079
Epoch  73 Batch   11/134 - Train Accuracy:  0.895, Validation Accuracy:  0.896, Loss:  0.077
Epoch  73 Batch   12/134 - Train Accuracy:  0.900, Validation Accuracy:  0.895, Loss:  0.078
Epoch  73 Batch   13/134 - Train Accuracy:  0.880, Validation Accuracy:  0.893, Loss:  0.085
Epoch  73 Batch   14/134 - Train Accuracy:  0.904, Validation Accuracy:  0.899, Loss:  0.082
Epoch  73 Batch   15/134 - Train Accuracy:  0.893, Validation Accuracy:  0.896, Loss:  0.076
Epoch  73 Batch   16/134 - Train Accuracy:  0.900, Validation Accuracy:  0.898, Loss:  0.073
Epoch  73 Batch   17/134 - Train Accuracy:  0.887, Validation Accuracy:  0.896, Loss:  0.088
Epoch  73 Batch   18/134 - Train Accuracy:  0.896, Validation Accuracy:  0.893, Loss:  0.078
Epoch  73 Batch   19/134 - Train Accuracy:  0.889, Validation Accuracy:  0.899, Loss:  0.085
Epoch  73 Batch   20/134 - Train Accuracy:  0.902, Validation Accuracy:  0.896, Loss:  0.075
Epoch  73 Batch   21/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.080
Epoch  73 Batch   22/134 - Train Accuracy:  0.890, Validation Accuracy:  0.893, Loss:  0.078
Epoch  73 Batch   23/134 - Train Accuracy:  0.902, Validation Accuracy:  0.895, Loss:  0.073
Epoch  73 Batch   24/134 - Train Accuracy:  0.887, Validation Accuracy:  0.894, Loss:  0.081
Epoch  73 Batch   25/134 - Train Accuracy:  0.895, Validation Accuracy:  0.893, Loss:  0.073
Epoch  73 Batch   26/134 - Train Accuracy:  0.894, Validation Accuracy:  0.896, Loss:  0.081
Epoch  73 Batch   27/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.078
Epoch  73 Batch   28/134 - Train Accuracy:  0.896, Validation Accuracy:  0.896, Loss:  0.081
Epoch  73 Batch   29/134 - Train Accuracy:  0.903, Validation Accuracy:  0.897, Loss:  0.069
Epoch  73 Batch   30/134 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.074
Epoch  73 Batch   31/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.078
Epoch  73 Batch   32/134 - Train Accuracy:  0.903, Validation Accuracy:  0.898, Loss:  0.075
Epoch  73 Batch   33/134 - Train Accuracy:  0.883, Validation Accuracy:  0.896, Loss:  0.087
Epoch  73 Batch   34/134 - Train Accuracy:  0.894, Validation Accuracy:  0.897, Loss:  0.085
Epoch  73 Batch   35/134 - Train Accuracy:  0.898, Validation Accuracy:  0.894, Loss:  0.082
Epoch  73 Batch   36/134 - Train Accuracy:  0.895, Validation Accuracy:  0.897, Loss:  0.078
Epoch  73 Batch   37/134 - Train Accuracy:  0.890, Validation Accuracy:  0.896, Loss:  0.080
Epoch  73 Batch   38/134 - Train Accuracy:  0.902, Validation Accuracy:  0.897, Loss:  0.075
Epoch  73 Batch   39/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.078
Epoch  73 Batch   40/134 - Train Accuracy:  0.899, Validation Accuracy:  0.896, Loss:  0.079
Epoch  73 Batch   41/134 - Train Accuracy:  0.888, Validation Accuracy:  0.893, Loss:  0.088
Epoch  73 Batch   42/134 - Train Accuracy:  0.894, Validation Accuracy:  0.896, Loss:  0.076
Epoch  73 Batch   43/134 - Train Accuracy:  0.890, Validation Accuracy:  0.894, Loss:  0.082
Epoch  73 Batch   44/134 - Train Accuracy:  0.896, Validation Accuracy:  0.891, Loss:  0.078
Epoch  73 Batch   45/134 - Train Accuracy:  0.899, Validation Accuracy:  0.891, Loss:  0.075
Epoch  73 Batch   46/134 - Train Accuracy:  0.903, Validation Accuracy:  0.894, Loss:  0.078
Epoch  73 Batch   47/134 - Train Accuracy:  0.888, Validation Accuracy:  0.897, Loss:  0.079
Epoch  73 Batch   48/134 - Train Accuracy:  0.902, Validation Accuracy:  0.896, Loss:  0.079
Epoch  73 Batch   49/134 - Train Accuracy:  0.903, Validation Accuracy:  0.897, Loss:  0.078
Epoch  73 Batch   50/134 - Train Accuracy:  0.893, Validation Accuracy:  0.897, Loss:  0.081
Epoch  73 Batch   51/134 - Train Accuracy:  0.896, Validation Accuracy:  0.902, Loss:  0.078
Epoch  73 Batch   52/134 - Train Accuracy:  0.899, Validation Accuracy:  0.898, Loss:  0.078
Epoch  73 Batch   53/134 - Train Accuracy:  0.898, Validation Accuracy:  0.896, Loss:  0.075
Epoch  73 Batch   54/134 - Train Accuracy:  0.880, Validation Accuracy:  0.898, Loss:  0.080
Epoch  73 Batch   55/134 - Train Accuracy:  0.892, Validation Accuracy:  0.896, Loss:  0.084
Epoch  73 Batch   56/134 - Train Accuracy:  0.897, Validation Accuracy:  0.896, Loss:  0.078
Epoch  73 Batch   57/134 - Train Accuracy:  0.903, Validation Accuracy:  0.895, Loss:  0.080
Epoch  73 Batch   58/134 - Train Accuracy:  0.893, Validation Accuracy:  0.894, Loss:  0.077
Epoch  73 Batch   59/134 - Train Accuracy:  0.887, Validation Accuracy:  0.896, Loss:  0.079
Epoch  73 Batch   60/134 - Train Accuracy:  0.906, Validation Accuracy:  0.896, Loss:  0.074
Epoch  73 Batch   61/134 - Train Accuracy:  0.892, Validation Accuracy:  0.895, Loss:  0.072
Epoch  73 Batch   62/134 - Train Accuracy:  0.891, Validation Accuracy:  0.894, Loss:  0.078
Epoch  73 Batch   63/134 - Train Accuracy:  0.896, Validation Accuracy:  0.895, Loss:  0.076
Epoch  73 Batch   64/134 - Train Accuracy:  0.892, Validation Accuracy:  0.895, Loss:  0.079
Epoch  73 Batch   65/134 - Train Accuracy:  0.882, Validation Accuracy:  0.897, Loss:  0.081
Epoch  73 Batch   66/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.073
Epoch  73 Batch   67/134 - Train Accuracy:  0.874, Validation Accuracy:  0.892, Loss:  0.084
Epoch  73 Batch   68/134 - Train Accuracy:  0.884, Validation Accuracy:  0.893, Loss:  0.085
Epoch  73 Batch   69/134 - Train Accuracy:  0.851, Validation Accuracy:  0.852, Loss:  0.092
Epoch  73 Batch   70/134 - Train Accuracy:  0.858, Validation Accuracy:  0.857, Loss:  0.154
Epoch  73 Batch   71/134 - Train Accuracy:  0.800, Validation Accuracy:  0.799, Loss:  0.154
Epoch  73 Batch   72/134 - Train Accuracy:  0.848, Validation Accuracy:  0.853, Loss:  0.251
Epoch  73 Batch   73/134 - Train Accuracy:  0.841, Validation Accuracy:  0.845, Loss:  0.143
Epoch  73 Batch   74/134 - Train Accuracy:  0.767, Validation Accuracy:  0.786, Loss:  0.156
Epoch  73 Batch   75/134 - Train Accuracy:  0.847, Validation Accuracy:  0.842, Loss:  0.270
Epoch  73 Batch   76/134 - Train Accuracy:  0.766, Validation Accuracy:  0.779, Loss:  0.166
Epoch  73 Batch   77/134 - Train Accuracy:  0.836, Validation Accuracy:  0.828, Loss:  0.330
Epoch  73 Batch   78/134 - Train Accuracy:  0.720, Validation Accuracy:  0.739, Loss:  0.197
Epoch  73 Batch   79/134 - Train Accuracy:  0.823, Validation Accuracy:  0.816, Loss:  0.351
Epoch  73 Batch   80/134 - Train Accuracy:  0.768, Validation Accuracy:  0.778, Loss:  0.229
Epoch  73 Batch   81/134 - Train Accuracy:  0.822, Validation Accuracy:  0.825, Loss:  0.273
Epoch  73 Batch   82/134 - Train Accuracy:  0.774, Validation Accuracy:  0.773, Loss:  0.172
Epoch  73 Batch   83/134 - Train Accuracy:  0.831, Validation Accuracy:  0.834, Loss:  0.281
Epoch  73 Batch   84/134 - Train Accuracy:  0.779, Validation Accuracy:  0.794, Loss:  0.161
Epoch  73 Batch   85/134 - Train Accuracy:  0.824, Validation Accuracy:  0.821, Loss:  0.208
Epoch  73 Batch   86/134 - Train Accuracy:  0.822, Validation Accuracy:  0.812, Loss:  0.170
Epoch  73 Batch   87/134 - Train Accuracy:  0.807, Validation Accuracy:  0.819, Loss:  0.174
Epoch  73 Batch   88/134 - Train Accuracy:  0.844, Validation Accuracy:  0.837, Loss:  0.146
Epoch  73 Batch   89/134 - Train Accuracy:  0.846, Validation Accuracy:  0.840, Loss:  0.142
Epoch  73 Batch   90/134 - Train Accuracy:  0.817, Validation Accuracy:  0.830, Loss:  0.133
Epoch  73 Batch   91/134 - Train Accuracy:  0.865, Validation Accuracy:  0.838, Loss:  0.134
Epoch  73 Batch   92/134 - Train Accuracy:  0.853, Validation Accuracy:  0.848, Loss:  0.123
Epoch  73 Batch   93/134 - Train Accuracy:  0.839, Validation Accuracy:  0.838, Loss:  0.115
Epoch  73 Batch   94/134 - Train Accuracy:  0.858, Validation Accuracy:  0.850, Loss:  0.136
Epoch  73 Batch   95/134 - Train Accuracy:  0.851, Validation Accuracy:  0.843, Loss:  0.108
Epoch  73 Batch   96/134 - Train Accuracy:  0.846, Validation Accuracy:  0.847, Loss:  0.114
Epoch  73 Batch   97/134 - Train Accuracy:  0.864, Validation Accuracy:  0.864, Loss:  0.118
Epoch  73 Batch   98/134 - Train Accuracy:  0.849, Validation Accuracy:  0.852, Loss:  0.108
Epoch  73 Batch   99/134 - Train Accuracy:  0.865, Validation Accuracy:  0.861, Loss:  0.113
Epoch  73 Batch  100/134 - Train Accuracy:  0.858, Validation Accuracy:  0.871, Loss:  0.110
Epoch  73 Batch  101/134 - Train Accuracy:  0.857, Validation Accuracy:  0.871, Loss:  0.104
Epoch  73 Batch  102/134 - Train Accuracy:  0.869, Validation Accuracy:  0.867, Loss:  0.100
Epoch  73 Batch  103/134 - Train Accuracy:  0.877, Validation Accuracy:  0.871, Loss:  0.099
Epoch  73 Batch  104/134 - Train Accuracy:  0.888, Validation Accuracy:  0.872, Loss:  0.094
Epoch  73 Batch  105/134 - Train Accuracy:  0.876, Validation Accuracy:  0.872, Loss:  0.099
Epoch  73 Batch  106/134 - Train Accuracy:  0.871, Validation Accuracy:  0.874, Loss:  0.095
Epoch  73 Batch  107/134 - Train Accuracy:  0.879, Validation Accuracy:  0.878, Loss:  0.096
Epoch  73 Batch  108/134 - Train Accuracy:  0.876, Validation Accuracy:  0.877, Loss:  0.095
Epoch  73 Batch  109/134 - Train Accuracy:  0.880, Validation Accuracy:  0.874, Loss:  0.088
Epoch  73 Batch  110/134 - Train Accuracy:  0.892, Validation Accuracy:  0.876, Loss:  0.091
Epoch  73 Batch  111/134 - Train Accuracy:  0.883, Validation Accuracy:  0.879, Loss:  0.092
Epoch  73 Batch  112/134 - Train Accuracy:  0.888, Validation Accuracy:  0.881, Loss:  0.084
Epoch  73 Batch  113/134 - Train Accuracy:  0.893, Validation Accuracy:  0.879, Loss:  0.084
Epoch  73 Batch  114/134 - Train Accuracy:  0.882, Validation Accuracy:  0.882, Loss:  0.091
Epoch  73 Batch  115/134 - Train Accuracy:  0.875, Validation Accuracy:  0.885, Loss:  0.091
Epoch  73 Batch  116/134 - Train Accuracy:  0.892, Validation Accuracy:  0.885, Loss:  0.088
Epoch  73 Batch  117/134 - Train Accuracy:  0.887, Validation Accuracy:  0.887, Loss:  0.083
Epoch  73 Batch  118/134 - Train Accuracy:  0.884, Validation Accuracy:  0.887, Loss:  0.083
Epoch  73 Batch  119/134 - Train Accuracy:  0.892, Validation Accuracy:  0.886, Loss:  0.075
Epoch  73 Batch  120/134 - Train Accuracy:  0.882, Validation Accuracy:  0.886, Loss:  0.086
Epoch  73 Batch  121/134 - Train Accuracy:  0.893, Validation Accuracy:  0.884, Loss:  0.081
Epoch  73 Batch  122/134 - Train Accuracy:  0.883, Validation Accuracy:  0.885, Loss:  0.084
Epoch  73 Batch  123/134 - Train Accuracy:  0.898, Validation Accuracy:  0.890, Loss:  0.081
Epoch  73 Batch  124/134 - Train Accuracy:  0.898, Validation Accuracy:  0.888, Loss:  0.073
Epoch  73 Batch  125/134 - Train Accuracy:  0.894, Validation Accuracy:  0.886, Loss:  0.079
Epoch  73 Batch  126/134 - Train Accuracy:  0.880, Validation Accuracy:  0.887, Loss:  0.085
Epoch  73 Batch  127/134 - Train Accuracy:  0.889, Validation Accuracy:  0.890, Loss:  0.079
Epoch  73 Batch  128/134 - Train Accuracy:  0.879, Validation Accuracy:  0.893, Loss:  0.087
Epoch  73 Batch  129/134 - Train Accuracy:  0.899, Validation Accuracy:  0.891, Loss:  0.084
Epoch  73 Batch  130/134 - Train Accuracy:  0.886, Validation Accuracy:  0.889, Loss:  0.079
Epoch  73 Batch  131/134 - Train Accuracy:  0.886, Validation Accuracy:  0.891, Loss:  0.089
Epoch  73 Batch  132/134 - Train Accuracy:  0.895, Validation Accuracy:  0.893, Loss:  0.080
Epoch  74 Batch    0/134 - Train Accuracy:  0.892, Validation Accuracy:  0.892, Loss:  0.082
Epoch  74 Batch    1/134 - Train Accuracy:  0.886, Validation Accuracy:  0.890, Loss:  0.085
Epoch  74 Batch    2/134 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.078
Epoch  74 Batch    3/134 - Train Accuracy:  0.898, Validation Accuracy:  0.888, Loss:  0.079
Epoch  74 Batch    4/134 - Train Accuracy:  0.890, Validation Accuracy:  0.888, Loss:  0.082
Epoch  74 Batch    5/134 - Train Accuracy:  0.899, Validation Accuracy:  0.888, Loss:  0.085
Epoch  74 Batch    6/134 - Train Accuracy:  0.884, Validation Accuracy:  0.888, Loss:  0.075
Epoch  74 Batch    7/134 - Train Accuracy:  0.892, Validation Accuracy:  0.888, Loss:  0.078
Epoch  74 Batch    8/134 - Train Accuracy:  0.900, Validation Accuracy:  0.892, Loss:  0.079
Epoch  74 Batch    9/134 - Train Accuracy:  0.905, Validation Accuracy:  0.895, Loss:  0.072
Epoch  74 Batch   10/134 - Train Accuracy:  0.897, Validation Accuracy:  0.895, Loss:  0.079
Epoch  74 Batch   11/134 - Train Accuracy:  0.894, Validation Accuracy:  0.898, Loss:  0.077
Epoch  74 Batch   12/134 - Train Accuracy:  0.907, Validation Accuracy:  0.896, Loss:  0.078
Epoch  74 Batch   13/134 - Train Accuracy:  0.879, Validation Accuracy:  0.897, Loss:  0.084
Epoch  74 Batch   14/134 - Train Accuracy:  0.900, Validation Accuracy:  0.897, Loss:  0.079
Epoch  74 Batch   15/134 - Train Accuracy:  0.894, Validation Accuracy:  0.898, Loss:  0.075
Epoch  74 Batch   16/134 - Train Accuracy:  0.894, Validation Accuracy:  0.899, Loss:  0.073
Epoch  74 Batch   17/134 - Train Accuracy:  0.889, Validation Accuracy:  0.899, Loss:  0.087
Epoch  74 Batch   18/134 - Train Accuracy:  0.896, Validation Accuracy:  0.899, Loss:  0.076
Epoch  74 Batch   19/134 - Train Accuracy:  0.887, Validation Accuracy:  0.897, Loss:  0.084
Epoch  74 Batch   20/134 - Train Accuracy:  0.899, Validation Accuracy:  0.898, Loss:  0.075
Epoch  74 Batch   21/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.079
Epoch  74 Batch   22/134 - Train Accuracy:  0.894, Validation Accuracy:  0.897, Loss:  0.078
Epoch  74 Batch   23/134 - Train Accuracy:  0.902, Validation Accuracy:  0.896, Loss:  0.072
Epoch  74 Batch   24/134 - Train Accuracy:  0.886, Validation Accuracy:  0.896, Loss:  0.080
Epoch  74 Batch   25/134 - Train Accuracy:  0.892, Validation Accuracy:  0.895, Loss:  0.073
Epoch  74 Batch   26/134 - Train Accuracy:  0.894, Validation Accuracy:  0.894, Loss:  0.080
Epoch  74 Batch   27/134 - Train Accuracy:  0.891, Validation Accuracy:  0.895, Loss:  0.077
Epoch  74 Batch   28/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.081
Epoch  74 Batch   29/134 - Train Accuracy:  0.901, Validation Accuracy:  0.898, Loss:  0.069
Epoch  74 Batch   30/134 - Train Accuracy:  0.904, Validation Accuracy:  0.893, Loss:  0.074
Epoch  74 Batch   31/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.078
Epoch  74 Batch   32/134 - Train Accuracy:  0.901, Validation Accuracy:  0.897, Loss:  0.075
Epoch  74 Batch   33/134 - Train Accuracy:  0.883, Validation Accuracy:  0.898, Loss:  0.086
Epoch  74 Batch   34/134 - Train Accuracy:  0.894, Validation Accuracy:  0.896, Loss:  0.084
Epoch  74 Batch   35/134 - Train Accuracy:  0.894, Validation Accuracy:  0.896, Loss:  0.081
Epoch  74 Batch   36/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.077
Epoch  74 Batch   37/134 - Train Accuracy:  0.892, Validation Accuracy:  0.896, Loss:  0.080
Epoch  74 Batch   38/134 - Train Accuracy:  0.903, Validation Accuracy:  0.895, Loss:  0.074
Epoch  74 Batch   39/134 - Train Accuracy:  0.899, Validation Accuracy:  0.895, Loss:  0.078
Epoch  74 Batch   40/134 - Train Accuracy:  0.900, Validation Accuracy:  0.899, Loss:  0.078
Epoch  74 Batch   41/134 - Train Accuracy:  0.890, Validation Accuracy:  0.897, Loss:  0.087
Epoch  74 Batch   42/134 - Train Accuracy:  0.897, Validation Accuracy:  0.899, Loss:  0.075
Epoch  74 Batch   43/134 - Train Accuracy:  0.884, Validation Accuracy:  0.895, Loss:  0.081
Epoch  74 Batch   44/134 - Train Accuracy:  0.896, Validation Accuracy:  0.893, Loss:  0.077
Epoch  74 Batch   45/134 - Train Accuracy:  0.899, Validation Accuracy:  0.894, Loss:  0.074
Epoch  74 Batch   46/134 - Train Accuracy:  0.899, Validation Accuracy:  0.896, Loss:  0.078
Epoch  74 Batch   47/134 - Train Accuracy:  0.891, Validation Accuracy:  0.895, Loss:  0.078
Epoch  74 Batch   48/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.078
Epoch  74 Batch   49/134 - Train Accuracy:  0.900, Validation Accuracy:  0.896, Loss:  0.076
Epoch  74 Batch   50/134 - Train Accuracy:  0.896, Validation Accuracy:  0.898, Loss:  0.080
Epoch  74 Batch   51/134 - Train Accuracy:  0.896, Validation Accuracy:  0.896, Loss:  0.077
Epoch  74 Batch   52/134 - Train Accuracy:  0.896, Validation Accuracy:  0.896, Loss:  0.077
Epoch  74 Batch   53/134 - Train Accuracy:  0.902, Validation Accuracy:  0.896, Loss:  0.074
Epoch  74 Batch   54/134 - Train Accuracy:  0.881, Validation Accuracy:  0.895, Loss:  0.078
Epoch  74 Batch   55/134 - Train Accuracy:  0.888, Validation Accuracy:  0.896, Loss:  0.082
Epoch  74 Batch   56/134 - Train Accuracy:  0.897, Validation Accuracy:  0.894, Loss:  0.077
Epoch  74 Batch   57/134 - Train Accuracy:  0.904, Validation Accuracy:  0.895, Loss:  0.078
Epoch  74 Batch   58/134 - Train Accuracy:  0.899, Validation Accuracy:  0.894, Loss:  0.076
Epoch  74 Batch   59/134 - Train Accuracy:  0.887, Validation Accuracy:  0.897, Loss:  0.079
Epoch  74 Batch   60/134 - Train Accuracy:  0.905, Validation Accuracy:  0.898, Loss:  0.073
Epoch  74 Batch   61/134 - Train Accuracy:  0.895, Validation Accuracy:  0.899, Loss:  0.072
Epoch  74 Batch   62/134 - Train Accuracy:  0.891, Validation Accuracy:  0.899, Loss:  0.077
Epoch  74 Batch   63/134 - Train Accuracy:  0.896, Validation Accuracy:  0.898, Loss:  0.075
Epoch  74 Batch   64/134 - Train Accuracy:  0.892, Validation Accuracy:  0.897, Loss:  0.080
Epoch  74 Batch   65/134 - Train Accuracy:  0.880, Validation Accuracy:  0.897, Loss:  0.079
Epoch  74 Batch   66/134 - Train Accuracy:  0.900, Validation Accuracy:  0.899, Loss:  0.072
Epoch  74 Batch   67/134 - Train Accuracy:  0.878, Validation Accuracy:  0.900, Loss:  0.082
Epoch  74 Batch   68/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.082
Epoch  74 Batch   69/134 - Train Accuracy:  0.890, Validation Accuracy:  0.899, Loss:  0.081
Epoch  74 Batch   70/134 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.076
Epoch  74 Batch   71/134 - Train Accuracy:  0.903, Validation Accuracy:  0.898, Loss:  0.069
Epoch  74 Batch   72/134 - Train Accuracy:  0.893, Validation Accuracy:  0.899, Loss:  0.075
Epoch  74 Batch   73/134 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.077
Epoch  74 Batch   74/134 - Train Accuracy:  0.880, Validation Accuracy:  0.898, Loss:  0.083
Epoch  74 Batch   75/134 - Train Accuracy:  0.890, Validation Accuracy:  0.901, Loss:  0.079
Epoch  74 Batch   76/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.073
Epoch  74 Batch   77/134 - Train Accuracy:  0.894, Validation Accuracy:  0.902, Loss:  0.074
Epoch  74 Batch   78/134 - Train Accuracy:  0.883, Validation Accuracy:  0.903, Loss:  0.078
Epoch  74 Batch   79/134 - Train Accuracy:  0.889, Validation Accuracy:  0.901, Loss:  0.074
Epoch  74 Batch   80/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.077
Epoch  74 Batch   81/134 - Train Accuracy:  0.905, Validation Accuracy:  0.900, Loss:  0.076
Epoch  74 Batch   82/134 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.074
Epoch  74 Batch   83/134 - Train Accuracy:  0.894, Validation Accuracy:  0.896, Loss:  0.077
Epoch  74 Batch   84/134 - Train Accuracy:  0.889, Validation Accuracy:  0.898, Loss:  0.075
Epoch  74 Batch   85/134 - Train Accuracy:  0.892, Validation Accuracy:  0.899, Loss:  0.080
Epoch  74 Batch   86/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.075
Epoch  74 Batch   87/134 - Train Accuracy:  0.891, Validation Accuracy:  0.900, Loss:  0.084
Epoch  74 Batch   88/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.071
Epoch  74 Batch   89/134 - Train Accuracy:  0.905, Validation Accuracy:  0.901, Loss:  0.075
Epoch  74 Batch   90/134 - Train Accuracy:  0.888, Validation Accuracy:  0.902, Loss:  0.076
Epoch  74 Batch   91/134 - Train Accuracy:  0.911, Validation Accuracy:  0.900, Loss:  0.064
Epoch  74 Batch   92/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.073
Epoch  74 Batch   93/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.077
Epoch  74 Batch   94/134 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.075
Epoch  74 Batch   95/134 - Train Accuracy:  0.898, Validation Accuracy:  0.902, Loss:  0.075
Epoch  74 Batch   96/134 - Train Accuracy:  0.905, Validation Accuracy:  0.899, Loss:  0.072
Epoch  74 Batch   97/134 - Train Accuracy:  0.896, Validation Accuracy:  0.899, Loss:  0.076
Epoch  74 Batch   98/134 - Train Accuracy:  0.887, Validation Accuracy:  0.897, Loss:  0.078
Epoch  74 Batch   99/134 - Train Accuracy:  0.898, Validation Accuracy:  0.898, Loss:  0.078
Epoch  74 Batch  100/134 - Train Accuracy:  0.888, Validation Accuracy:  0.899, Loss:  0.079
Epoch  74 Batch  101/134 - Train Accuracy:  0.896, Validation Accuracy:  0.898, Loss:  0.080
Epoch  74 Batch  102/134 - Train Accuracy:  0.896, Validation Accuracy:  0.895, Loss:  0.078
Epoch  74 Batch  103/134 - Train Accuracy:  0.897, Validation Accuracy:  0.896, Loss:  0.074
Epoch  74 Batch  104/134 - Train Accuracy:  0.904, Validation Accuracy:  0.895, Loss:  0.074
Epoch  74 Batch  105/134 - Train Accuracy:  0.896, Validation Accuracy:  0.897, Loss:  0.080
Epoch  74 Batch  106/134 - Train Accuracy:  0.888, Validation Accuracy:  0.896, Loss:  0.077
Epoch  74 Batch  107/134 - Train Accuracy:  0.900, Validation Accuracy:  0.894, Loss:  0.077
Epoch  74 Batch  108/134 - Train Accuracy:  0.894, Validation Accuracy:  0.898, Loss:  0.077
Epoch  74 Batch  109/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.073
Epoch  74 Batch  110/134 - Train Accuracy:  0.904, Validation Accuracy:  0.899, Loss:  0.075
Epoch  74 Batch  111/134 - Train Accuracy:  0.891, Validation Accuracy:  0.897, Loss:  0.078
Epoch  74 Batch  112/134 - Train Accuracy:  0.890, Validation Accuracy:  0.898, Loss:  0.072
Epoch  74 Batch  113/134 - Train Accuracy:  0.904, Validation Accuracy:  0.896, Loss:  0.074
Epoch  74 Batch  114/134 - Train Accuracy:  0.891, Validation Accuracy:  0.899, Loss:  0.078
Epoch  74 Batch  115/134 - Train Accuracy:  0.888, Validation Accuracy:  0.900, Loss:  0.078
Epoch  74 Batch  116/134 - Train Accuracy:  0.899, Validation Accuracy:  0.899, Loss:  0.078
Epoch  74 Batch  117/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.072
Epoch  74 Batch  118/134 - Train Accuracy:  0.893, Validation Accuracy:  0.898, Loss:  0.072
Epoch  74 Batch  119/134 - Train Accuracy:  0.905, Validation Accuracy:  0.898, Loss:  0.067
Epoch  74 Batch  120/134 - Train Accuracy:  0.893, Validation Accuracy:  0.902, Loss:  0.077
Epoch  74 Batch  121/134 - Train Accuracy:  0.902, Validation Accuracy:  0.902, Loss:  0.072
Epoch  74 Batch  122/134 - Train Accuracy:  0.892, Validation Accuracy:  0.901, Loss:  0.076
Epoch  74 Batch  123/134 - Train Accuracy:  0.902, Validation Accuracy:  0.897, Loss:  0.072
Epoch  74 Batch  124/134 - Train Accuracy:  0.906, Validation Accuracy:  0.895, Loss:  0.066
Epoch  74 Batch  125/134 - Train Accuracy:  0.905, Validation Accuracy:  0.898, Loss:  0.071
Epoch  74 Batch  126/134 - Train Accuracy:  0.888, Validation Accuracy:  0.899, Loss:  0.077
Epoch  74 Batch  127/134 - Train Accuracy:  0.893, Validation Accuracy:  0.897, Loss:  0.072
Epoch  74 Batch  128/134 - Train Accuracy:  0.885, Validation Accuracy:  0.897, Loss:  0.080
Epoch  74 Batch  129/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.078
Epoch  74 Batch  130/134 - Train Accuracy:  0.892, Validation Accuracy:  0.902, Loss:  0.072
Epoch  74 Batch  131/134 - Train Accuracy:  0.895, Validation Accuracy:  0.902, Loss:  0.082
Epoch  74 Batch  132/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.074
Epoch  75 Batch    0/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.076
Epoch  75 Batch    1/134 - Train Accuracy:  0.894, Validation Accuracy:  0.897, Loss:  0.079
Epoch  75 Batch    2/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.072
Epoch  75 Batch    3/134 - Train Accuracy:  0.903, Validation Accuracy:  0.898, Loss:  0.074
Epoch  75 Batch    4/134 - Train Accuracy:  0.892, Validation Accuracy:  0.896, Loss:  0.076
Epoch  75 Batch    5/134 - Train Accuracy:  0.902, Validation Accuracy:  0.893, Loss:  0.079
Epoch  75 Batch    6/134 - Train Accuracy:  0.890, Validation Accuracy:  0.897, Loss:  0.071
Epoch  75 Batch    7/134 - Train Accuracy:  0.896, Validation Accuracy:  0.898, Loss:  0.073
Epoch  75 Batch    8/134 - Train Accuracy:  0.902, Validation Accuracy:  0.898, Loss:  0.075
Epoch  75 Batch    9/134 - Train Accuracy:  0.904, Validation Accuracy:  0.895, Loss:  0.067
Epoch  75 Batch   10/134 - Train Accuracy:  0.895, Validation Accuracy:  0.895, Loss:  0.075
Epoch  75 Batch   11/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.073
Epoch  75 Batch   12/134 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.074
Epoch  75 Batch   13/134 - Train Accuracy:  0.885, Validation Accuracy:  0.901, Loss:  0.080
Epoch  75 Batch   14/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.075
Epoch  75 Batch   15/134 - Train Accuracy:  0.896, Validation Accuracy:  0.902, Loss:  0.072
Epoch  75 Batch   16/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.069
Epoch  75 Batch   17/134 - Train Accuracy:  0.893, Validation Accuracy:  0.900, Loss:  0.083
Epoch  75 Batch   18/134 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.072
Epoch  75 Batch   19/134 - Train Accuracy:  0.890, Validation Accuracy:  0.900, Loss:  0.080
Epoch  75 Batch   20/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.071
Epoch  75 Batch   21/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.075
Epoch  75 Batch   22/134 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.074
Epoch  75 Batch   23/134 - Train Accuracy:  0.904, Validation Accuracy:  0.899, Loss:  0.068
Epoch  75 Batch   24/134 - Train Accuracy:  0.885, Validation Accuracy:  0.898, Loss:  0.077
Epoch  75 Batch   25/134 - Train Accuracy:  0.898, Validation Accuracy:  0.898, Loss:  0.069
Epoch  75 Batch   26/134 - Train Accuracy:  0.898, Validation Accuracy:  0.897, Loss:  0.077
Epoch  75 Batch   27/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.074
Epoch  75 Batch   28/134 - Train Accuracy:  0.899, Validation Accuracy:  0.899, Loss:  0.077
Epoch  75 Batch   29/134 - Train Accuracy:  0.903, Validation Accuracy:  0.899, Loss:  0.066
Epoch  75 Batch   30/134 - Train Accuracy:  0.905, Validation Accuracy:  0.899, Loss:  0.071
Epoch  75 Batch   31/134 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.075
Epoch  75 Batch   32/134 - Train Accuracy:  0.904, Validation Accuracy:  0.902, Loss:  0.072
Epoch  75 Batch   33/134 - Train Accuracy:  0.884, Validation Accuracy:  0.897, Loss:  0.083
Epoch  75 Batch   34/134 - Train Accuracy:  0.893, Validation Accuracy:  0.897, Loss:  0.081
Epoch  75 Batch   35/134 - Train Accuracy:  0.900, Validation Accuracy:  0.898, Loss:  0.078
Epoch  75 Batch   36/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.074
Epoch  75 Batch   37/134 - Train Accuracy:  0.892, Validation Accuracy:  0.900, Loss:  0.077
Epoch  75 Batch   38/134 - Train Accuracy:  0.905, Validation Accuracy:  0.898, Loss:  0.071
Epoch  75 Batch   39/134 - Train Accuracy:  0.902, Validation Accuracy:  0.898, Loss:  0.075
Epoch  75 Batch   40/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.075
Epoch  75 Batch   41/134 - Train Accuracy:  0.893, Validation Accuracy:  0.899, Loss:  0.084
Epoch  75 Batch   42/134 - Train Accuracy:  0.896, Validation Accuracy:  0.897, Loss:  0.072
Epoch  75 Batch   43/134 - Train Accuracy:  0.888, Validation Accuracy:  0.896, Loss:  0.078
Epoch  75 Batch   44/134 - Train Accuracy:  0.900, Validation Accuracy:  0.896, Loss:  0.074
Epoch  75 Batch   45/134 - Train Accuracy:  0.903, Validation Accuracy:  0.895, Loss:  0.071
Epoch  75 Batch   46/134 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.075
Epoch  75 Batch   47/134 - Train Accuracy:  0.889, Validation Accuracy:  0.899, Loss:  0.075
Epoch  75 Batch   48/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.075
Epoch  75 Batch   49/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.074
Epoch  75 Batch   50/134 - Train Accuracy:  0.898, Validation Accuracy:  0.897, Loss:  0.077
Epoch  75 Batch   51/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.075
Epoch  75 Batch   52/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.074
Epoch  75 Batch   53/134 - Train Accuracy:  0.902, Validation Accuracy:  0.899, Loss:  0.072
Epoch  75 Batch   54/134 - Train Accuracy:  0.883, Validation Accuracy:  0.898, Loss:  0.076
Epoch  75 Batch   55/134 - Train Accuracy:  0.892, Validation Accuracy:  0.900, Loss:  0.080
Epoch  75 Batch   56/134 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.075
Epoch  75 Batch   57/134 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.076
Epoch  75 Batch   58/134 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.073
Epoch  75 Batch   59/134 - Train Accuracy:  0.892, Validation Accuracy:  0.900, Loss:  0.076
Epoch  75 Batch   60/134 - Train Accuracy:  0.908, Validation Accuracy:  0.898, Loss:  0.070
Epoch  75 Batch   61/134 - Train Accuracy:  0.897, Validation Accuracy:  0.899, Loss:  0.069
Epoch  75 Batch   62/134 - Train Accuracy:  0.890, Validation Accuracy:  0.898, Loss:  0.074
Epoch  75 Batch   63/134 - Train Accuracy:  0.900, Validation Accuracy:  0.898, Loss:  0.073
Epoch  75 Batch   64/134 - Train Accuracy:  0.892, Validation Accuracy:  0.896, Loss:  0.077
Epoch  75 Batch   65/134 - Train Accuracy:  0.881, Validation Accuracy:  0.898, Loss:  0.076
Epoch  75 Batch   66/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.071
Epoch  75 Batch   67/134 - Train Accuracy:  0.879, Validation Accuracy:  0.901, Loss:  0.079
Epoch  75 Batch   68/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.079
Epoch  75 Batch   69/134 - Train Accuracy:  0.891, Validation Accuracy:  0.897, Loss:  0.079
Epoch  75 Batch   70/134 - Train Accuracy:  0.900, Validation Accuracy:  0.898, Loss:  0.074
Epoch  75 Batch   71/134 - Train Accuracy:  0.908, Validation Accuracy:  0.899, Loss:  0.067
Epoch  75 Batch   72/134 - Train Accuracy:  0.894, Validation Accuracy:  0.902, Loss:  0.072
Epoch  75 Batch   73/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.075
Epoch  75 Batch   74/134 - Train Accuracy:  0.884, Validation Accuracy:  0.900, Loss:  0.081
Epoch  75 Batch   75/134 - Train Accuracy:  0.896, Validation Accuracy:  0.901, Loss:  0.076
Epoch  75 Batch   76/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.071
Epoch  75 Batch   77/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.071
Epoch  75 Batch   78/134 - Train Accuracy:  0.887, Validation Accuracy:  0.903, Loss:  0.076
Epoch  75 Batch   79/134 - Train Accuracy:  0.890, Validation Accuracy:  0.902, Loss:  0.072
Epoch  75 Batch   80/134 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.074
Epoch  75 Batch   81/134 - Train Accuracy:  0.908, Validation Accuracy:  0.902, Loss:  0.074
Epoch  75 Batch   82/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.071
Epoch  75 Batch   83/134 - Train Accuracy:  0.897, Validation Accuracy:  0.899, Loss:  0.075
Epoch  75 Batch   84/134 - Train Accuracy:  0.888, Validation Accuracy:  0.900, Loss:  0.072
Epoch  75 Batch   85/134 - Train Accuracy:  0.893, Validation Accuracy:  0.900, Loss:  0.077
Epoch  75 Batch   86/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.073
Epoch  75 Batch   87/134 - Train Accuracy:  0.892, Validation Accuracy:  0.901, Loss:  0.082
Epoch  75 Batch   88/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.068
Epoch  75 Batch   89/134 - Train Accuracy:  0.906, Validation Accuracy:  0.903, Loss:  0.072
Epoch  75 Batch   90/134 - Train Accuracy:  0.891, Validation Accuracy:  0.903, Loss:  0.074
Epoch  75 Batch   91/134 - Train Accuracy:  0.912, Validation Accuracy:  0.903, Loss:  0.063
Epoch  75 Batch   92/134 - Train Accuracy:  0.905, Validation Accuracy:  0.903, Loss:  0.071
Epoch  75 Batch   93/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.075
Epoch  75 Batch   94/134 - Train Accuracy:  0.899, Validation Accuracy:  0.902, Loss:  0.073
Epoch  75 Batch   95/134 - Train Accuracy:  0.899, Validation Accuracy:  0.903, Loss:  0.072
Epoch  75 Batch   96/134 - Train Accuracy:  0.905, Validation Accuracy:  0.900, Loss:  0.070
Epoch  75 Batch   97/134 - Train Accuracy:  0.897, Validation Accuracy:  0.899, Loss:  0.074
Epoch  75 Batch   98/134 - Train Accuracy:  0.891, Validation Accuracy:  0.899, Loss:  0.076
Epoch  75 Batch   99/134 - Train Accuracy:  0.901, Validation Accuracy:  0.899, Loss:  0.075
Epoch  75 Batch  100/134 - Train Accuracy:  0.890, Validation Accuracy:  0.901, Loss:  0.076
Epoch  75 Batch  101/134 - Train Accuracy:  0.899, Validation Accuracy:  0.899, Loss:  0.078
Epoch  75 Batch  102/134 - Train Accuracy:  0.894, Validation Accuracy:  0.898, Loss:  0.076
Epoch  75 Batch  103/134 - Train Accuracy:  0.898, Validation Accuracy:  0.896, Loss:  0.072
Epoch  75 Batch  104/134 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.072
Epoch  75 Batch  105/134 - Train Accuracy:  0.899, Validation Accuracy:  0.898, Loss:  0.078
Epoch  75 Batch  106/134 - Train Accuracy:  0.888, Validation Accuracy:  0.898, Loss:  0.074
Epoch  75 Batch  107/134 - Train Accuracy:  0.903, Validation Accuracy:  0.898, Loss:  0.075
Epoch  75 Batch  108/134 - Train Accuracy:  0.896, Validation Accuracy:  0.899, Loss:  0.075
Epoch  75 Batch  109/134 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.071
Epoch  75 Batch  110/134 - Train Accuracy:  0.905, Validation Accuracy:  0.899, Loss:  0.073
Epoch  75 Batch  111/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.076
Epoch  75 Batch  112/134 - Train Accuracy:  0.892, Validation Accuracy:  0.898, Loss:  0.070
Epoch  75 Batch  113/134 - Train Accuracy:  0.905, Validation Accuracy:  0.898, Loss:  0.072
Epoch  75 Batch  114/134 - Train Accuracy:  0.892, Validation Accuracy:  0.899, Loss:  0.076
Epoch  75 Batch  115/134 - Train Accuracy:  0.891, Validation Accuracy:  0.900, Loss:  0.075
Epoch  75 Batch  116/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.076
Epoch  75 Batch  117/134 - Train Accuracy:  0.903, Validation Accuracy:  0.900, Loss:  0.069
Epoch  75 Batch  118/134 - Train Accuracy:  0.895, Validation Accuracy:  0.900, Loss:  0.070
Epoch  75 Batch  119/134 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.065
Epoch  75 Batch  120/134 - Train Accuracy:  0.895, Validation Accuracy:  0.903, Loss:  0.075
Epoch  75 Batch  121/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.070
Epoch  75 Batch  122/134 - Train Accuracy:  0.896, Validation Accuracy:  0.900, Loss:  0.074
Epoch  75 Batch  123/134 - Train Accuracy:  0.904, Validation Accuracy:  0.896, Loss:  0.070
Epoch  75 Batch  124/134 - Train Accuracy:  0.907, Validation Accuracy:  0.896, Loss:  0.064
Epoch  75 Batch  125/134 - Train Accuracy:  0.907, Validation Accuracy:  0.898, Loss:  0.069
Epoch  75 Batch  126/134 - Train Accuracy:  0.891, Validation Accuracy:  0.898, Loss:  0.075
Epoch  75 Batch  127/134 - Train Accuracy:  0.896, Validation Accuracy:  0.899, Loss:  0.070
Epoch  75 Batch  128/134 - Train Accuracy:  0.888, Validation Accuracy:  0.899, Loss:  0.077
Epoch  75 Batch  129/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.075
Epoch  75 Batch  130/134 - Train Accuracy:  0.894, Validation Accuracy:  0.903, Loss:  0.070
Epoch  75 Batch  131/134 - Train Accuracy:  0.893, Validation Accuracy:  0.902, Loss:  0.080
Epoch  75 Batch  132/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.071
Epoch  76 Batch    0/134 - Train Accuracy:  0.899, Validation Accuracy:  0.898, Loss:  0.073
Epoch  76 Batch    1/134 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.076
Epoch  76 Batch    2/134 - Train Accuracy:  0.896, Validation Accuracy:  0.897, Loss:  0.070
Epoch  76 Batch    3/134 - Train Accuracy:  0.907, Validation Accuracy:  0.898, Loss:  0.072
Epoch  76 Batch    4/134 - Train Accuracy:  0.894, Validation Accuracy:  0.897, Loss:  0.073
Epoch  76 Batch    5/134 - Train Accuracy:  0.906, Validation Accuracy:  0.898, Loss:  0.077
Epoch  76 Batch    6/134 - Train Accuracy:  0.895, Validation Accuracy:  0.899, Loss:  0.068
Epoch  76 Batch    7/134 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.071
Epoch  76 Batch    8/134 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.072
Epoch  76 Batch    9/134 - Train Accuracy:  0.906, Validation Accuracy:  0.896, Loss:  0.066
Epoch  76 Batch   10/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.073
Epoch  76 Batch   11/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.070
Epoch  76 Batch   12/134 - Train Accuracy:  0.909, Validation Accuracy:  0.903, Loss:  0.072
Epoch  76 Batch   13/134 - Train Accuracy:  0.885, Validation Accuracy:  0.898, Loss:  0.077
Epoch  76 Batch   14/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.074
Epoch  76 Batch   15/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.070
Epoch  76 Batch   16/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.067
Epoch  76 Batch   17/134 - Train Accuracy:  0.893, Validation Accuracy:  0.901, Loss:  0.081
Epoch  76 Batch   18/134 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.070
Epoch  76 Batch   19/134 - Train Accuracy:  0.892, Validation Accuracy:  0.902, Loss:  0.078
Epoch  76 Batch   20/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.069
Epoch  76 Batch   21/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.073
Epoch  76 Batch   22/134 - Train Accuracy:  0.898, Validation Accuracy:  0.899, Loss:  0.072
Epoch  76 Batch   23/134 - Train Accuracy:  0.906, Validation Accuracy:  0.899, Loss:  0.067
Epoch  76 Batch   24/134 - Train Accuracy:  0.888, Validation Accuracy:  0.898, Loss:  0.075
Epoch  76 Batch   25/134 - Train Accuracy:  0.901, Validation Accuracy:  0.899, Loss:  0.067
Epoch  76 Batch   26/134 - Train Accuracy:  0.900, Validation Accuracy:  0.898, Loss:  0.075
Epoch  76 Batch   27/134 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.072
Epoch  76 Batch   28/134 - Train Accuracy:  0.900, Validation Accuracy:  0.899, Loss:  0.075
Epoch  76 Batch   29/134 - Train Accuracy:  0.906, Validation Accuracy:  0.899, Loss:  0.064
Epoch  76 Batch   30/134 - Train Accuracy:  0.907, Validation Accuracy:  0.901, Loss:  0.069
Epoch  76 Batch   31/134 - Train Accuracy:  0.898, Validation Accuracy:  0.902, Loss:  0.073
Epoch  76 Batch   32/134 - Train Accuracy:  0.903, Validation Accuracy:  0.899, Loss:  0.070
Epoch  76 Batch   33/134 - Train Accuracy:  0.886, Validation Accuracy:  0.899, Loss:  0.081
Epoch  76 Batch   34/134 - Train Accuracy:  0.894, Validation Accuracy:  0.900, Loss:  0.079
Epoch  76 Batch   35/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.076
Epoch  76 Batch   36/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.072
Epoch  76 Batch   37/134 - Train Accuracy:  0.894, Validation Accuracy:  0.901, Loss:  0.074
Epoch  76 Batch   38/134 - Train Accuracy:  0.908, Validation Accuracy:  0.902, Loss:  0.069
Epoch  76 Batch   39/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.072
Epoch  76 Batch   40/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.073
Epoch  76 Batch   41/134 - Train Accuracy:  0.893, Validation Accuracy:  0.899, Loss:  0.082
Epoch  76 Batch   42/134 - Train Accuracy:  0.898, Validation Accuracy:  0.897, Loss:  0.070
Epoch  76 Batch   43/134 - Train Accuracy:  0.892, Validation Accuracy:  0.897, Loss:  0.076
Epoch  76 Batch   44/134 - Train Accuracy:  0.899, Validation Accuracy:  0.896, Loss:  0.072
Epoch  76 Batch   45/134 - Train Accuracy:  0.904, Validation Accuracy:  0.897, Loss:  0.069
Epoch  76 Batch   46/134 - Train Accuracy:  0.903, Validation Accuracy:  0.896, Loss:  0.073
Epoch  76 Batch   47/134 - Train Accuracy:  0.892, Validation Accuracy:  0.900, Loss:  0.073
Epoch  76 Batch   48/134 - Train Accuracy:  0.903, Validation Accuracy:  0.899, Loss:  0.074
Epoch  76 Batch   49/134 - Train Accuracy:  0.903, Validation Accuracy:  0.899, Loss:  0.072
Epoch  76 Batch   50/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.075
Epoch  76 Batch   51/134 - Train Accuracy:  0.898, Validation Accuracy:  0.898, Loss:  0.073
Epoch  76 Batch   52/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.072
Epoch  76 Batch   53/134 - Train Accuracy:  0.907, Validation Accuracy:  0.899, Loss:  0.069
Epoch  76 Batch   54/134 - Train Accuracy:  0.885, Validation Accuracy:  0.902, Loss:  0.074
Epoch  76 Batch   55/134 - Train Accuracy:  0.891, Validation Accuracy:  0.897, Loss:  0.078
Epoch  76 Batch   56/134 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.073
Epoch  76 Batch   57/134 - Train Accuracy:  0.907, Validation Accuracy:  0.899, Loss:  0.073
Epoch  76 Batch   58/134 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.071
Epoch  76 Batch   59/134 - Train Accuracy:  0.892, Validation Accuracy:  0.900, Loss:  0.073
Epoch  76 Batch   60/134 - Train Accuracy:  0.911, Validation Accuracy:  0.899, Loss:  0.068
Epoch  76 Batch   61/134 - Train Accuracy:  0.897, Validation Accuracy:  0.899, Loss:  0.067
Epoch  76 Batch   62/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.072
Epoch  76 Batch   63/134 - Train Accuracy:  0.900, Validation Accuracy:  0.899, Loss:  0.071
Epoch  76 Batch   64/134 - Train Accuracy:  0.895, Validation Accuracy:  0.896, Loss:  0.074
Epoch  76 Batch   65/134 - Train Accuracy:  0.883, Validation Accuracy:  0.899, Loss:  0.074
Epoch  76 Batch   66/134 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.068
Epoch  76 Batch   67/134 - Train Accuracy:  0.880, Validation Accuracy:  0.900, Loss:  0.078
Epoch  76 Batch   68/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.076
Epoch  76 Batch   69/134 - Train Accuracy:  0.892, Validation Accuracy:  0.899, Loss:  0.077
Epoch  76 Batch   70/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.072
Epoch  76 Batch   71/134 - Train Accuracy:  0.911, Validation Accuracy:  0.900, Loss:  0.064
Epoch  76 Batch   72/134 - Train Accuracy:  0.892, Validation Accuracy:  0.901, Loss:  0.071
Epoch  76 Batch   73/134 - Train Accuracy:  0.896, Validation Accuracy:  0.897, Loss:  0.073
Epoch  76 Batch   74/134 - Train Accuracy:  0.883, Validation Accuracy:  0.901, Loss:  0.080
Epoch  76 Batch   75/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.074
Epoch  76 Batch   76/134 - Train Accuracy:  0.907, Validation Accuracy:  0.899, Loss:  0.071
Epoch  76 Batch   77/134 - Train Accuracy:  0.895, Validation Accuracy:  0.898, Loss:  0.070
Epoch  76 Batch   78/134 - Train Accuracy:  0.887, Validation Accuracy:  0.904, Loss:  0.076
Epoch  76 Batch   79/134 - Train Accuracy:  0.891, Validation Accuracy:  0.904, Loss:  0.071
Epoch  76 Batch   80/134 - Train Accuracy:  0.906, Validation Accuracy:  0.898, Loss:  0.073
Epoch  76 Batch   81/134 - Train Accuracy:  0.907, Validation Accuracy:  0.897, Loss:  0.073
Epoch  76 Batch   82/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.070
Epoch  76 Batch   83/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.074
Epoch  76 Batch   84/134 - Train Accuracy:  0.888, Validation Accuracy:  0.900, Loss:  0.071
Epoch  76 Batch   85/134 - Train Accuracy:  0.892, Validation Accuracy:  0.898, Loss:  0.076
Epoch  76 Batch   86/134 - Train Accuracy:  0.899, Validation Accuracy:  0.901, Loss:  0.071
Epoch  76 Batch   87/134 - Train Accuracy:  0.892, Validation Accuracy:  0.901, Loss:  0.081
Epoch  76 Batch   88/134 - Train Accuracy:  0.904, Validation Accuracy:  0.902, Loss:  0.067
Epoch  76 Batch   89/134 - Train Accuracy:  0.908, Validation Accuracy:  0.902, Loss:  0.071
Epoch  76 Batch   90/134 - Train Accuracy:  0.890, Validation Accuracy:  0.904, Loss:  0.072
Epoch  76 Batch   91/134 - Train Accuracy:  0.910, Validation Accuracy:  0.900, Loss:  0.061
Epoch  76 Batch   92/134 - Train Accuracy:  0.905, Validation Accuracy:  0.905, Loss:  0.070
Epoch  76 Batch   93/134 - Train Accuracy:  0.903, Validation Accuracy:  0.903, Loss:  0.073
Epoch  76 Batch   94/134 - Train Accuracy:  0.896, Validation Accuracy:  0.899, Loss:  0.072
Epoch  76 Batch   95/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.070
Epoch  76 Batch   96/134 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.069
Epoch  76 Batch   97/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.072
Epoch  76 Batch   98/134 - Train Accuracy:  0.891, Validation Accuracy:  0.898, Loss:  0.074
Epoch  76 Batch   99/134 - Train Accuracy:  0.898, Validation Accuracy:  0.897, Loss:  0.074
Epoch  76 Batch  100/134 - Train Accuracy:  0.893, Validation Accuracy:  0.899, Loss:  0.075
Epoch  76 Batch  101/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.076
Epoch  76 Batch  102/134 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.074
Epoch  76 Batch  103/134 - Train Accuracy:  0.894, Validation Accuracy:  0.898, Loss:  0.070
Epoch  76 Batch  104/134 - Train Accuracy:  0.902, Validation Accuracy:  0.898, Loss:  0.071
Epoch  76 Batch  105/134 - Train Accuracy:  0.898, Validation Accuracy:  0.899, Loss:  0.077
Epoch  76 Batch  106/134 - Train Accuracy:  0.888, Validation Accuracy:  0.898, Loss:  0.072
Epoch  76 Batch  107/134 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.073
Epoch  76 Batch  108/134 - Train Accuracy:  0.899, Validation Accuracy:  0.899, Loss:  0.073
Epoch  76 Batch  109/134 - Train Accuracy:  0.903, Validation Accuracy:  0.898, Loss:  0.069
Epoch  76 Batch  110/134 - Train Accuracy:  0.905, Validation Accuracy:  0.900, Loss:  0.072
Epoch  76 Batch  111/134 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.074
Epoch  76 Batch  112/134 - Train Accuracy:  0.892, Validation Accuracy:  0.899, Loss:  0.069
Epoch  76 Batch  113/134 - Train Accuracy:  0.904, Validation Accuracy:  0.896, Loss:  0.071
Epoch  76 Batch  114/134 - Train Accuracy:  0.892, Validation Accuracy:  0.900, Loss:  0.074
Epoch  76 Batch  115/134 - Train Accuracy:  0.894, Validation Accuracy:  0.902, Loss:  0.073
Epoch  76 Batch  116/134 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.075
Epoch  76 Batch  117/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.067
Epoch  76 Batch  118/134 - Train Accuracy:  0.896, Validation Accuracy:  0.902, Loss:  0.069
Epoch  76 Batch  119/134 - Train Accuracy:  0.905, Validation Accuracy:  0.902, Loss:  0.064
Epoch  76 Batch  120/134 - Train Accuracy:  0.900, Validation Accuracy:  0.905, Loss:  0.073
Epoch  76 Batch  121/134 - Train Accuracy:  0.905, Validation Accuracy:  0.903, Loss:  0.068
Epoch  76 Batch  122/134 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.071
Epoch  76 Batch  123/134 - Train Accuracy:  0.906, Validation Accuracy:  0.897, Loss:  0.068
Epoch  76 Batch  124/134 - Train Accuracy:  0.909, Validation Accuracy:  0.900, Loss:  0.062
Epoch  76 Batch  125/134 - Train Accuracy:  0.908, Validation Accuracy:  0.900, Loss:  0.067
Epoch  76 Batch  126/134 - Train Accuracy:  0.894, Validation Accuracy:  0.899, Loss:  0.073
Epoch  76 Batch  127/134 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.067
Epoch  76 Batch  128/134 - Train Accuracy:  0.888, Validation Accuracy:  0.899, Loss:  0.075
Epoch  76 Batch  129/134 - Train Accuracy:  0.901, Validation Accuracy:  0.903, Loss:  0.074
Epoch  76 Batch  130/134 - Train Accuracy:  0.898, Validation Accuracy:  0.902, Loss:  0.068
Epoch  76 Batch  131/134 - Train Accuracy:  0.894, Validation Accuracy:  0.902, Loss:  0.078
Epoch  76 Batch  132/134 - Train Accuracy:  0.903, Validation Accuracy:  0.899, Loss:  0.070
Epoch  77 Batch    0/134 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.072
Epoch  77 Batch    1/134 - Train Accuracy:  0.898, Validation Accuracy:  0.898, Loss:  0.074
Epoch  77 Batch    2/134 - Train Accuracy:  0.895, Validation Accuracy:  0.899, Loss:  0.068
Epoch  77 Batch    3/134 - Train Accuracy:  0.908, Validation Accuracy:  0.899, Loss:  0.070
Epoch  77 Batch    4/134 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.071
Epoch  77 Batch    5/134 - Train Accuracy:  0.908, Validation Accuracy:  0.899, Loss:  0.076
Epoch  77 Batch    6/134 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.066
Epoch  77 Batch    7/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.069
Epoch  77 Batch    8/134 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.070
Epoch  77 Batch    9/134 - Train Accuracy:  0.909, Validation Accuracy:  0.899, Loss:  0.064
Epoch  77 Batch   10/134 - Train Accuracy:  0.900, Validation Accuracy:  0.899, Loss:  0.071
Epoch  77 Batch   11/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.068
Epoch  77 Batch   12/134 - Train Accuracy:  0.909, Validation Accuracy:  0.901, Loss:  0.070
Epoch  77 Batch   13/134 - Train Accuracy:  0.885, Validation Accuracy:  0.899, Loss:  0.075
Epoch  77 Batch   14/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.072
Epoch  77 Batch   15/134 - Train Accuracy:  0.904, Validation Accuracy:  0.904, Loss:  0.068
Epoch  77 Batch   16/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.065
Epoch  77 Batch   17/134 - Train Accuracy:  0.895, Validation Accuracy:  0.903, Loss:  0.078
Epoch  77 Batch   18/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.068
Epoch  77 Batch   19/134 - Train Accuracy:  0.894, Validation Accuracy:  0.903, Loss:  0.076
Epoch  77 Batch   20/134 - Train Accuracy:  0.902, Validation Accuracy:  0.904, Loss:  0.067
Epoch  77 Batch   21/134 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.071
Epoch  77 Batch   22/134 - Train Accuracy:  0.899, Validation Accuracy:  0.899, Loss:  0.070
Epoch  77 Batch   23/134 - Train Accuracy:  0.907, Validation Accuracy:  0.898, Loss:  0.065
Epoch  77 Batch   24/134 - Train Accuracy:  0.890, Validation Accuracy:  0.898, Loss:  0.073
Epoch  77 Batch   25/134 - Train Accuracy:  0.902, Validation Accuracy:  0.899, Loss:  0.065
Epoch  77 Batch   26/134 - Train Accuracy:  0.900, Validation Accuracy:  0.898, Loss:  0.073
Epoch  77 Batch   27/134 - Train Accuracy:  0.898, Validation Accuracy:  0.898, Loss:  0.070
Epoch  77 Batch   28/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.073
Epoch  77 Batch   29/134 - Train Accuracy:  0.907, Validation Accuracy:  0.901, Loss:  0.062
Epoch  77 Batch   30/134 - Train Accuracy:  0.908, Validation Accuracy:  0.904, Loss:  0.067
Epoch  77 Batch   31/134 - Train Accuracy:  0.899, Validation Accuracy:  0.901, Loss:  0.070
Epoch  77 Batch   32/134 - Train Accuracy:  0.905, Validation Accuracy:  0.899, Loss:  0.068
Epoch  77 Batch   33/134 - Train Accuracy:  0.888, Validation Accuracy:  0.899, Loss:  0.079
Epoch  77 Batch   34/134 - Train Accuracy:  0.894, Validation Accuracy:  0.901, Loss:  0.076
Epoch  77 Batch   35/134 - Train Accuracy:  0.901, Validation Accuracy:  0.899, Loss:  0.074
Epoch  77 Batch   36/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.070
Epoch  77 Batch   37/134 - Train Accuracy:  0.897, Validation Accuracy:  0.904, Loss:  0.072
Epoch  77 Batch   38/134 - Train Accuracy:  0.909, Validation Accuracy:  0.901, Loss:  0.067
Epoch  77 Batch   39/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.070
Epoch  77 Batch   40/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.071
Epoch  77 Batch   41/134 - Train Accuracy:  0.894, Validation Accuracy:  0.899, Loss:  0.080
Epoch  77 Batch   42/134 - Train Accuracy:  0.901, Validation Accuracy:  0.899, Loss:  0.068
Epoch  77 Batch   43/134 - Train Accuracy:  0.894, Validation Accuracy:  0.897, Loss:  0.074
Epoch  77 Batch   44/134 - Train Accuracy:  0.898, Validation Accuracy:  0.897, Loss:  0.070
Epoch  77 Batch   45/134 - Train Accuracy:  0.906, Validation Accuracy:  0.898, Loss:  0.067
Epoch  77 Batch   46/134 - Train Accuracy:  0.906, Validation Accuracy:  0.898, Loss:  0.071
Epoch  77 Batch   47/134 - Train Accuracy:  0.894, Validation Accuracy:  0.900, Loss:  0.071
Epoch  77 Batch   48/134 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.072
Epoch  77 Batch   49/134 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.070
Epoch  77 Batch   50/134 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.072
Epoch  77 Batch   51/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.071
Epoch  77 Batch   52/134 - Train Accuracy:  0.905, Validation Accuracy:  0.903, Loss:  0.070
Epoch  77 Batch   53/134 - Train Accuracy:  0.909, Validation Accuracy:  0.900, Loss:  0.067
Epoch  77 Batch   54/134 - Train Accuracy:  0.885, Validation Accuracy:  0.901, Loss:  0.072
Epoch  77 Batch   55/134 - Train Accuracy:  0.893, Validation Accuracy:  0.897, Loss:  0.076
Epoch  77 Batch   56/134 - Train Accuracy:  0.901, Validation Accuracy:  0.899, Loss:  0.071
Epoch  77 Batch   57/134 - Train Accuracy:  0.907, Validation Accuracy:  0.900, Loss:  0.072
Epoch  77 Batch   58/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.069
Epoch  77 Batch   59/134 - Train Accuracy:  0.893, Validation Accuracy:  0.900, Loss:  0.071
Epoch  77 Batch   60/134 - Train Accuracy:  0.912, Validation Accuracy:  0.900, Loss:  0.066
Epoch  77 Batch   61/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.065
Epoch  77 Batch   62/134 - Train Accuracy:  0.895, Validation Accuracy:  0.900, Loss:  0.070
Epoch  77 Batch   63/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.068
Epoch  77 Batch   64/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.072
Epoch  77 Batch   65/134 - Train Accuracy:  0.883, Validation Accuracy:  0.900, Loss:  0.072
Epoch  77 Batch   66/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.066
Epoch  77 Batch   67/134 - Train Accuracy:  0.883, Validation Accuracy:  0.902, Loss:  0.075
Epoch  77 Batch   68/134 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.074
Epoch  77 Batch   69/134 - Train Accuracy:  0.895, Validation Accuracy:  0.902, Loss:  0.074
Epoch  77 Batch   70/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.070
Epoch  77 Batch   71/134 - Train Accuracy:  0.912, Validation Accuracy:  0.902, Loss:  0.063
Epoch  77 Batch   72/134 - Train Accuracy:  0.890, Validation Accuracy:  0.901, Loss:  0.069
Epoch  77 Batch   73/134 - Train Accuracy:  0.898, Validation Accuracy:  0.898, Loss:  0.071
Epoch  77 Batch   74/134 - Train Accuracy:  0.884, Validation Accuracy:  0.901, Loss:  0.077
Epoch  77 Batch   75/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.072
Epoch  77 Batch   76/134 - Train Accuracy:  0.908, Validation Accuracy:  0.901, Loss:  0.068
Epoch  77 Batch   77/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.068
Epoch  77 Batch   78/134 - Train Accuracy:  0.890, Validation Accuracy:  0.903, Loss:  0.072
Epoch  77 Batch   79/134 - Train Accuracy:  0.896, Validation Accuracy:  0.902, Loss:  0.068
Epoch  77 Batch   80/134 - Train Accuracy:  0.909, Validation Accuracy:  0.900, Loss:  0.070
Epoch  77 Batch   81/134 - Train Accuracy:  0.910, Validation Accuracy:  0.900, Loss:  0.071
Epoch  77 Batch   82/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.068
Epoch  77 Batch   83/134 - Train Accuracy:  0.896, Validation Accuracy:  0.901, Loss:  0.071
Epoch  77 Batch   84/134 - Train Accuracy:  0.890, Validation Accuracy:  0.899, Loss:  0.069
Epoch  77 Batch   85/134 - Train Accuracy:  0.894, Validation Accuracy:  0.900, Loss:  0.074
Epoch  77 Batch   86/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.069
Epoch  77 Batch   87/134 - Train Accuracy:  0.895, Validation Accuracy:  0.901, Loss:  0.078
Epoch  77 Batch   88/134 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.065
Epoch  77 Batch   89/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.068
Epoch  77 Batch   90/134 - Train Accuracy:  0.893, Validation Accuracy:  0.904, Loss:  0.070
Epoch  77 Batch   91/134 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.059
Epoch  77 Batch   92/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.068
Epoch  77 Batch   93/134 - Train Accuracy:  0.902, Validation Accuracy:  0.904, Loss:  0.071
Epoch  77 Batch   94/134 - Train Accuracy:  0.899, Validation Accuracy:  0.901, Loss:  0.070
Epoch  77 Batch   95/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.069
Epoch  77 Batch   96/134 - Train Accuracy:  0.906, Validation Accuracy:  0.903, Loss:  0.067
Epoch  77 Batch   97/134 - Train Accuracy:  0.898, Validation Accuracy:  0.902, Loss:  0.070
Epoch  77 Batch   98/134 - Train Accuracy:  0.888, Validation Accuracy:  0.897, Loss:  0.072
Epoch  77 Batch   99/134 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.072
Epoch  77 Batch  100/134 - Train Accuracy:  0.895, Validation Accuracy:  0.899, Loss:  0.072
Epoch  77 Batch  101/134 - Train Accuracy:  0.902, Validation Accuracy:  0.898, Loss:  0.074
Epoch  77 Batch  102/134 - Train Accuracy:  0.896, Validation Accuracy:  0.902, Loss:  0.072
Epoch  77 Batch  103/134 - Train Accuracy:  0.896, Validation Accuracy:  0.901, Loss:  0.067
Epoch  77 Batch  104/134 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.069
Epoch  77 Batch  105/134 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.074
Epoch  77 Batch  106/134 - Train Accuracy:  0.888, Validation Accuracy:  0.899, Loss:  0.071
Epoch  77 Batch  107/134 - Train Accuracy:  0.904, Validation Accuracy:  0.899, Loss:  0.071
Epoch  77 Batch  108/134 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.071
Epoch  77 Batch  109/134 - Train Accuracy:  0.908, Validation Accuracy:  0.900, Loss:  0.067
Epoch  77 Batch  110/134 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.069
Epoch  77 Batch  111/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.072
Epoch  77 Batch  112/134 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.067
Epoch  77 Batch  113/134 - Train Accuracy:  0.905, Validation Accuracy:  0.899, Loss:  0.069
Epoch  77 Batch  114/134 - Train Accuracy:  0.895, Validation Accuracy:  0.901, Loss:  0.072
Epoch  77 Batch  115/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.071
Epoch  77 Batch  116/134 - Train Accuracy:  0.903, Validation Accuracy:  0.899, Loss:  0.072
Epoch  77 Batch  117/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.066
Epoch  77 Batch  118/134 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.067
Epoch  77 Batch  119/134 - Train Accuracy:  0.906, Validation Accuracy:  0.903, Loss:  0.062
Epoch  77 Batch  120/134 - Train Accuracy:  0.902, Validation Accuracy:  0.904, Loss:  0.071
Epoch  77 Batch  121/134 - Train Accuracy:  0.906, Validation Accuracy:  0.902, Loss:  0.066
Epoch  77 Batch  122/134 - Train Accuracy:  0.899, Validation Accuracy:  0.899, Loss:  0.069
Epoch  77 Batch  123/134 - Train Accuracy:  0.905, Validation Accuracy:  0.899, Loss:  0.067
Epoch  77 Batch  124/134 - Train Accuracy:  0.910, Validation Accuracy:  0.899, Loss:  0.060
Epoch  77 Batch  125/134 - Train Accuracy:  0.910, Validation Accuracy:  0.899, Loss:  0.065
Epoch  77 Batch  126/134 - Train Accuracy:  0.893, Validation Accuracy:  0.900, Loss:  0.070
Epoch  77 Batch  127/134 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.066
Epoch  77 Batch  128/134 - Train Accuracy:  0.892, Validation Accuracy:  0.901, Loss:  0.073
Epoch  77 Batch  129/134 - Train Accuracy:  0.902, Validation Accuracy:  0.904, Loss:  0.072
Epoch  77 Batch  130/134 - Train Accuracy:  0.900, Validation Accuracy:  0.905, Loss:  0.066
Epoch  77 Batch  131/134 - Train Accuracy:  0.895, Validation Accuracy:  0.902, Loss:  0.076
Epoch  77 Batch  132/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.068
Epoch  78 Batch    0/134 - Train Accuracy:  0.902, Validation Accuracy:  0.898, Loss:  0.070
Epoch  78 Batch    1/134 - Train Accuracy:  0.898, Validation Accuracy:  0.898, Loss:  0.072
Epoch  78 Batch    2/134 - Train Accuracy:  0.900, Validation Accuracy:  0.899, Loss:  0.066
Epoch  78 Batch    3/134 - Train Accuracy:  0.910, Validation Accuracy:  0.898, Loss:  0.068
Epoch  78 Batch    4/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.069
Epoch  78 Batch    5/134 - Train Accuracy:  0.909, Validation Accuracy:  0.900, Loss:  0.074
Epoch  78 Batch    6/134 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.064
Epoch  78 Batch    7/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.067
Epoch  78 Batch    8/134 - Train Accuracy:  0.909, Validation Accuracy:  0.902, Loss:  0.068
Epoch  78 Batch    9/134 - Train Accuracy:  0.909, Validation Accuracy:  0.902, Loss:  0.062
Epoch  78 Batch   10/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.069
Epoch  78 Batch   11/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.066
Epoch  78 Batch   12/134 - Train Accuracy:  0.908, Validation Accuracy:  0.901, Loss:  0.068
Epoch  78 Batch   13/134 - Train Accuracy:  0.889, Validation Accuracy:  0.901, Loss:  0.073
Epoch  78 Batch   14/134 - Train Accuracy:  0.905, Validation Accuracy:  0.902, Loss:  0.070
Epoch  78 Batch   15/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.066
Epoch  78 Batch   16/134 - Train Accuracy:  0.906, Validation Accuracy:  0.903, Loss:  0.064
Epoch  78 Batch   17/134 - Train Accuracy:  0.897, Validation Accuracy:  0.902, Loss:  0.076
Epoch  78 Batch   18/134 - Train Accuracy:  0.900, Validation Accuracy:  0.903, Loss:  0.066
Epoch  78 Batch   19/134 - Train Accuracy:  0.892, Validation Accuracy:  0.906, Loss:  0.074
Epoch  78 Batch   20/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.066
Epoch  78 Batch   21/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.070
Epoch  78 Batch   22/134 - Train Accuracy:  0.900, Validation Accuracy:  0.899, Loss:  0.068
Epoch  78 Batch   23/134 - Train Accuracy:  0.908, Validation Accuracy:  0.898, Loss:  0.063
Epoch  78 Batch   24/134 - Train Accuracy:  0.890, Validation Accuracy:  0.898, Loss:  0.070
Epoch  78 Batch   25/134 - Train Accuracy:  0.903, Validation Accuracy:  0.899, Loss:  0.063
Epoch  78 Batch   26/134 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.071
Epoch  78 Batch   27/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.068
Epoch  78 Batch   28/134 - Train Accuracy:  0.902, Validation Accuracy:  0.904, Loss:  0.071
Epoch  78 Batch   29/134 - Train Accuracy:  0.909, Validation Accuracy:  0.901, Loss:  0.060
Epoch  78 Batch   30/134 - Train Accuracy:  0.909, Validation Accuracy:  0.902, Loss:  0.065
Epoch  78 Batch   31/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.068
Epoch  78 Batch   32/134 - Train Accuracy:  0.906, Validation Accuracy:  0.900, Loss:  0.067
Epoch  78 Batch   33/134 - Train Accuracy:  0.889, Validation Accuracy:  0.899, Loss:  0.077
Epoch  78 Batch   34/134 - Train Accuracy:  0.894, Validation Accuracy:  0.902, Loss:  0.074
Epoch  78 Batch   35/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.072
Epoch  78 Batch   36/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.068
Epoch  78 Batch   37/134 - Train Accuracy:  0.899, Validation Accuracy:  0.903, Loss:  0.070
Epoch  78 Batch   38/134 - Train Accuracy:  0.907, Validation Accuracy:  0.903, Loss:  0.066
Epoch  78 Batch   39/134 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.068
Epoch  78 Batch   40/134 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.069
Epoch  78 Batch   41/134 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.078
Epoch  78 Batch   42/134 - Train Accuracy:  0.901, Validation Accuracy:  0.898, Loss:  0.066
Epoch  78 Batch   43/134 - Train Accuracy:  0.897, Validation Accuracy:  0.899, Loss:  0.072
Epoch  78 Batch   44/134 - Train Accuracy:  0.899, Validation Accuracy:  0.899, Loss:  0.068
Epoch  78 Batch   45/134 - Train Accuracy:  0.906, Validation Accuracy:  0.899, Loss:  0.065
Epoch  78 Batch   46/134 - Train Accuracy:  0.907, Validation Accuracy:  0.900, Loss:  0.069
Epoch  78 Batch   47/134 - Train Accuracy:  0.895, Validation Accuracy:  0.904, Loss:  0.069
Epoch  78 Batch   48/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.070
Epoch  78 Batch   49/134 - Train Accuracy:  0.906, Validation Accuracy:  0.902, Loss:  0.068
Epoch  78 Batch   50/134 - Train Accuracy:  0.900, Validation Accuracy:  0.900, Loss:  0.071
Epoch  78 Batch   51/134 - Train Accuracy:  0.900, Validation Accuracy:  0.903, Loss:  0.069
Epoch  78 Batch   52/134 - Train Accuracy:  0.906, Validation Accuracy:  0.904, Loss:  0.068
Epoch  78 Batch   53/134 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.065
Epoch  78 Batch   54/134 - Train Accuracy:  0.885, Validation Accuracy:  0.901, Loss:  0.070
Epoch  78 Batch   55/134 - Train Accuracy:  0.895, Validation Accuracy:  0.899, Loss:  0.074
Epoch  78 Batch   56/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.068
Epoch  78 Batch   57/134 - Train Accuracy:  0.908, Validation Accuracy:  0.900, Loss:  0.070
Epoch  78 Batch   58/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.067
Epoch  78 Batch   59/134 - Train Accuracy:  0.895, Validation Accuracy:  0.901, Loss:  0.069
Epoch  78 Batch   60/134 - Train Accuracy:  0.913, Validation Accuracy:  0.901, Loss:  0.064
Epoch  78 Batch   61/134 - Train Accuracy:  0.899, Validation Accuracy:  0.902, Loss:  0.063
Epoch  78 Batch   62/134 - Train Accuracy:  0.895, Validation Accuracy:  0.899, Loss:  0.068
Epoch  78 Batch   63/134 - Train Accuracy:  0.902, Validation Accuracy:  0.899, Loss:  0.066
Epoch  78 Batch   64/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.070
Epoch  78 Batch   65/134 - Train Accuracy:  0.885, Validation Accuracy:  0.902, Loss:  0.070
Epoch  78 Batch   66/134 - Train Accuracy:  0.902, Validation Accuracy:  0.902, Loss:  0.064
Epoch  78 Batch   67/134 - Train Accuracy:  0.882, Validation Accuracy:  0.904, Loss:  0.073
Epoch  78 Batch   68/134 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.072
Epoch  78 Batch   69/134 - Train Accuracy:  0.897, Validation Accuracy:  0.903, Loss:  0.072
Epoch  78 Batch   70/134 - Train Accuracy:  0.905, Validation Accuracy:  0.901, Loss:  0.068
Epoch  78 Batch   71/134 - Train Accuracy:  0.914, Validation Accuracy:  0.902, Loss:  0.061
Epoch  78 Batch   72/134 - Train Accuracy:  0.893, Validation Accuracy:  0.902, Loss:  0.066
Epoch  78 Batch   73/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.069
Epoch  78 Batch   74/134 - Train Accuracy:  0.885, Validation Accuracy:  0.902, Loss:  0.075
Epoch  78 Batch   75/134 - Train Accuracy:  0.902, Validation Accuracy:  0.902, Loss:  0.070
Epoch  78 Batch   76/134 - Train Accuracy:  0.909, Validation Accuracy:  0.901, Loss:  0.066
Epoch  78 Batch   77/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.066
Epoch  78 Batch   78/134 - Train Accuracy:  0.891, Validation Accuracy:  0.904, Loss:  0.070
Epoch  78 Batch   79/134 - Train Accuracy:  0.896, Validation Accuracy:  0.904, Loss:  0.066
Epoch  78 Batch   80/134 - Train Accuracy:  0.909, Validation Accuracy:  0.902, Loss:  0.068
Epoch  78 Batch   81/134 - Train Accuracy:  0.912, Validation Accuracy:  0.904, Loss:  0.069
Epoch  78 Batch   82/134 - Train Accuracy:  0.905, Validation Accuracy:  0.904, Loss:  0.065
Epoch  78 Batch   83/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.069
Epoch  78 Batch   84/134 - Train Accuracy:  0.894, Validation Accuracy:  0.901, Loss:  0.066
Epoch  78 Batch   85/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.071
Epoch  78 Batch   86/134 - Train Accuracy:  0.905, Validation Accuracy:  0.900, Loss:  0.067
Epoch  78 Batch   87/134 - Train Accuracy:  0.897, Validation Accuracy:  0.903, Loss:  0.076
Epoch  78 Batch   88/134 - Train Accuracy:  0.909, Validation Accuracy:  0.903, Loss:  0.063
Epoch  78 Batch   89/134 - Train Accuracy:  0.907, Validation Accuracy:  0.905, Loss:  0.066
Epoch  78 Batch   90/134 - Train Accuracy:  0.894, Validation Accuracy:  0.904, Loss:  0.068
Epoch  78 Batch   91/134 - Train Accuracy:  0.912, Validation Accuracy:  0.903, Loss:  0.057
Epoch  78 Batch   92/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.066
Epoch  78 Batch   93/134 - Train Accuracy:  0.903, Validation Accuracy:  0.907, Loss:  0.069
Epoch  78 Batch   94/134 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.067
Epoch  78 Batch   95/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.068
Epoch  78 Batch   96/134 - Train Accuracy:  0.908, Validation Accuracy:  0.903, Loss:  0.065
Epoch  78 Batch   97/134 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.068
Epoch  78 Batch   98/134 - Train Accuracy:  0.890, Validation Accuracy:  0.900, Loss:  0.070
Epoch  78 Batch   99/134 - Train Accuracy:  0.903, Validation Accuracy:  0.900, Loss:  0.070
Epoch  78 Batch  100/134 - Train Accuracy:  0.896, Validation Accuracy:  0.899, Loss:  0.071
Epoch  78 Batch  101/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.071
Epoch  78 Batch  102/134 - Train Accuracy:  0.899, Validation Accuracy:  0.901, Loss:  0.071
Epoch  78 Batch  103/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.065
Epoch  78 Batch  104/134 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.068
Epoch  78 Batch  105/134 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.072
Epoch  78 Batch  106/134 - Train Accuracy:  0.889, Validation Accuracy:  0.901, Loss:  0.070
Epoch  78 Batch  107/134 - Train Accuracy:  0.905, Validation Accuracy:  0.899, Loss:  0.069
Epoch  78 Batch  108/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.069
Epoch  78 Batch  109/134 - Train Accuracy:  0.908, Validation Accuracy:  0.903, Loss:  0.065
Epoch  78 Batch  110/134 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.068
Epoch  78 Batch  111/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.070
Epoch  78 Batch  112/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.065
Epoch  78 Batch  113/134 - Train Accuracy:  0.908, Validation Accuracy:  0.900, Loss:  0.068
Epoch  78 Batch  114/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.071
Epoch  78 Batch  115/134 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.070
Epoch  78 Batch  116/134 - Train Accuracy:  0.905, Validation Accuracy:  0.899, Loss:  0.070
Epoch  78 Batch  117/134 - Train Accuracy:  0.907, Validation Accuracy:  0.905, Loss:  0.065
Epoch  78 Batch  118/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.064
Epoch  78 Batch  119/134 - Train Accuracy:  0.909, Validation Accuracy:  0.903, Loss:  0.061
Epoch  78 Batch  120/134 - Train Accuracy:  0.906, Validation Accuracy:  0.902, Loss:  0.069
Epoch  78 Batch  121/134 - Train Accuracy:  0.911, Validation Accuracy:  0.901, Loss:  0.065
Epoch  78 Batch  122/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.068
Epoch  78 Batch  123/134 - Train Accuracy:  0.906, Validation Accuracy:  0.898, Loss:  0.065
Epoch  78 Batch  124/134 - Train Accuracy:  0.910, Validation Accuracy:  0.900, Loss:  0.059
Epoch  78 Batch  125/134 - Train Accuracy:  0.913, Validation Accuracy:  0.902, Loss:  0.063
Epoch  78 Batch  126/134 - Train Accuracy:  0.895, Validation Accuracy:  0.900, Loss:  0.069
Epoch  78 Batch  127/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.064
Epoch  78 Batch  128/134 - Train Accuracy:  0.893, Validation Accuracy:  0.901, Loss:  0.072
Epoch  78 Batch  129/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.070
Epoch  78 Batch  130/134 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.064
Epoch  78 Batch  131/134 - Train Accuracy:  0.892, Validation Accuracy:  0.902, Loss:  0.073
Epoch  78 Batch  132/134 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.066
Epoch  79 Batch    0/134 - Train Accuracy:  0.903, Validation Accuracy:  0.900, Loss:  0.068
Epoch  79 Batch    1/134 - Train Accuracy:  0.899, Validation Accuracy:  0.898, Loss:  0.071
Epoch  79 Batch    2/134 - Train Accuracy:  0.903, Validation Accuracy:  0.900, Loss:  0.065
Epoch  79 Batch    3/134 - Train Accuracy:  0.909, Validation Accuracy:  0.898, Loss:  0.066
Epoch  79 Batch    4/134 - Train Accuracy:  0.904, Validation Accuracy:  0.902, Loss:  0.068
Epoch  79 Batch    5/134 - Train Accuracy:  0.909, Validation Accuracy:  0.900, Loss:  0.072
Epoch  79 Batch    6/134 - Train Accuracy:  0.899, Validation Accuracy:  0.901, Loss:  0.062
Epoch  79 Batch    7/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.065
Epoch  79 Batch    8/134 - Train Accuracy:  0.909, Validation Accuracy:  0.903, Loss:  0.066
Epoch  79 Batch    9/134 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.060
Epoch  79 Batch   10/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.067
Epoch  79 Batch   11/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.064
Epoch  79 Batch   12/134 - Train Accuracy:  0.908, Validation Accuracy:  0.904, Loss:  0.066
Epoch  79 Batch   13/134 - Train Accuracy:  0.891, Validation Accuracy:  0.902, Loss:  0.071
Epoch  79 Batch   14/134 - Train Accuracy:  0.906, Validation Accuracy:  0.903, Loss:  0.068
Epoch  79 Batch   15/134 - Train Accuracy:  0.908, Validation Accuracy:  0.905, Loss:  0.064
Epoch  79 Batch   16/134 - Train Accuracy:  0.907, Validation Accuracy:  0.903, Loss:  0.062
Epoch  79 Batch   17/134 - Train Accuracy:  0.897, Validation Accuracy:  0.903, Loss:  0.075
Epoch  79 Batch   18/134 - Train Accuracy:  0.902, Validation Accuracy:  0.904, Loss:  0.064
Epoch  79 Batch   19/134 - Train Accuracy:  0.895, Validation Accuracy:  0.904, Loss:  0.072
Epoch  79 Batch   20/134 - Train Accuracy:  0.903, Validation Accuracy:  0.903, Loss:  0.064
Epoch  79 Batch   21/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.068
Epoch  79 Batch   22/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.066
Epoch  79 Batch   23/134 - Train Accuracy:  0.908, Validation Accuracy:  0.900, Loss:  0.062
Epoch  79 Batch   24/134 - Train Accuracy:  0.891, Validation Accuracy:  0.899, Loss:  0.069
Epoch  79 Batch   25/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.061
Epoch  79 Batch   26/134 - Train Accuracy:  0.901, Validation Accuracy:  0.903, Loss:  0.069
Epoch  79 Batch   27/134 - Train Accuracy:  0.897, Validation Accuracy:  0.904, Loss:  0.066
Epoch  79 Batch   28/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.068
Epoch  79 Batch   29/134 - Train Accuracy:  0.911, Validation Accuracy:  0.904, Loss:  0.058
Epoch  79 Batch   30/134 - Train Accuracy:  0.909, Validation Accuracy:  0.904, Loss:  0.063
Epoch  79 Batch   31/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.066
Epoch  79 Batch   32/134 - Train Accuracy:  0.907, Validation Accuracy:  0.900, Loss:  0.065
Epoch  79 Batch   33/134 - Train Accuracy:  0.891, Validation Accuracy:  0.900, Loss:  0.075
Epoch  79 Batch   34/134 - Train Accuracy:  0.897, Validation Accuracy:  0.903, Loss:  0.072
Epoch  79 Batch   35/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.070
Epoch  79 Batch   36/134 - Train Accuracy:  0.903, Validation Accuracy:  0.906, Loss:  0.067
Epoch  79 Batch   37/134 - Train Accuracy:  0.901, Validation Accuracy:  0.903, Loss:  0.068
Epoch  79 Batch   38/134 - Train Accuracy:  0.907, Validation Accuracy:  0.903, Loss:  0.064
Epoch  79 Batch   39/134 - Train Accuracy:  0.905, Validation Accuracy:  0.901, Loss:  0.066
Epoch  79 Batch   40/134 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.067
Epoch  79 Batch   41/134 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.076
Epoch  79 Batch   42/134 - Train Accuracy:  0.901, Validation Accuracy:  0.898, Loss:  0.064
Epoch  79 Batch   43/134 - Train Accuracy:  0.898, Validation Accuracy:  0.898, Loss:  0.070
Epoch  79 Batch   44/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.066
Epoch  79 Batch   45/134 - Train Accuracy:  0.907, Validation Accuracy:  0.900, Loss:  0.063
Epoch  79 Batch   46/134 - Train Accuracy:  0.908, Validation Accuracy:  0.901, Loss:  0.067
Epoch  79 Batch   47/134 - Train Accuracy:  0.897, Validation Accuracy:  0.906, Loss:  0.068
Epoch  79 Batch   48/134 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.068
Epoch  79 Batch   49/134 - Train Accuracy:  0.908, Validation Accuracy:  0.903, Loss:  0.066
Epoch  79 Batch   50/134 - Train Accuracy:  0.901, Validation Accuracy:  0.903, Loss:  0.069
Epoch  79 Batch   51/134 - Train Accuracy:  0.900, Validation Accuracy:  0.906, Loss:  0.067
Epoch  79 Batch   52/134 - Train Accuracy:  0.906, Validation Accuracy:  0.904, Loss:  0.065
Epoch  79 Batch   53/134 - Train Accuracy:  0.911, Validation Accuracy:  0.902, Loss:  0.063
Epoch  79 Batch   54/134 - Train Accuracy:  0.886, Validation Accuracy:  0.900, Loss:  0.067
Epoch  79 Batch   55/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.072
Epoch  79 Batch   56/134 - Train Accuracy:  0.903, Validation Accuracy:  0.903, Loss:  0.066
Epoch  79 Batch   57/134 - Train Accuracy:  0.908, Validation Accuracy:  0.904, Loss:  0.068
Epoch  79 Batch   58/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.065
Epoch  79 Batch   59/134 - Train Accuracy:  0.897, Validation Accuracy:  0.903, Loss:  0.067
Epoch  79 Batch   60/134 - Train Accuracy:  0.914, Validation Accuracy:  0.903, Loss:  0.062
Epoch  79 Batch   61/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.061
Epoch  79 Batch   62/134 - Train Accuracy:  0.896, Validation Accuracy:  0.901, Loss:  0.066
Epoch  79 Batch   63/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.064
Epoch  79 Batch   64/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.068
Epoch  79 Batch   65/134 - Train Accuracy:  0.886, Validation Accuracy:  0.903, Loss:  0.068
Epoch  79 Batch   66/134 - Train Accuracy:  0.903, Validation Accuracy:  0.903, Loss:  0.062
Epoch  79 Batch   67/134 - Train Accuracy:  0.882, Validation Accuracy:  0.906, Loss:  0.070
Epoch  79 Batch   68/134 - Train Accuracy:  0.899, Validation Accuracy:  0.906, Loss:  0.070
Epoch  79 Batch   69/134 - Train Accuracy:  0.898, Validation Accuracy:  0.907, Loss:  0.070
Epoch  79 Batch   70/134 - Train Accuracy:  0.906, Validation Accuracy:  0.904, Loss:  0.066
Epoch  79 Batch   71/134 - Train Accuracy:  0.913, Validation Accuracy:  0.904, Loss:  0.059
Epoch  79 Batch   72/134 - Train Accuracy:  0.896, Validation Accuracy:  0.901, Loss:  0.064
Epoch  79 Batch   73/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.067
Epoch  79 Batch   74/134 - Train Accuracy:  0.886, Validation Accuracy:  0.904, Loss:  0.073
Epoch  79 Batch   75/134 - Train Accuracy:  0.903, Validation Accuracy:  0.903, Loss:  0.068
Epoch  79 Batch   76/134 - Train Accuracy:  0.912, Validation Accuracy:  0.902, Loss:  0.064
Epoch  79 Batch   77/134 - Train Accuracy:  0.900, Validation Accuracy:  0.904, Loss:  0.064
Epoch  79 Batch   78/134 - Train Accuracy:  0.891, Validation Accuracy:  0.906, Loss:  0.067
Epoch  79 Batch   79/134 - Train Accuracy:  0.896, Validation Accuracy:  0.905, Loss:  0.064
Epoch  79 Batch   80/134 - Train Accuracy:  0.913, Validation Accuracy:  0.904, Loss:  0.066
Epoch  79 Batch   81/134 - Train Accuracy:  0.912, Validation Accuracy:  0.904, Loss:  0.067
Epoch  79 Batch   82/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.063
Epoch  79 Batch   83/134 - Train Accuracy:  0.900, Validation Accuracy:  0.903, Loss:  0.067
Epoch  79 Batch   84/134 - Train Accuracy:  0.897, Validation Accuracy:  0.902, Loss:  0.064
Epoch  79 Batch   85/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.069
Epoch  79 Batch   86/134 - Train Accuracy:  0.905, Validation Accuracy:  0.902, Loss:  0.065
Epoch  79 Batch   87/134 - Train Accuracy:  0.899, Validation Accuracy:  0.905, Loss:  0.074
Epoch  79 Batch   88/134 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.061
Epoch  79 Batch   89/134 - Train Accuracy:  0.907, Validation Accuracy:  0.905, Loss:  0.064
Epoch  79 Batch   90/134 - Train Accuracy:  0.895, Validation Accuracy:  0.906, Loss:  0.067
Epoch  79 Batch   91/134 - Train Accuracy:  0.914, Validation Accuracy:  0.903, Loss:  0.056
Epoch  79 Batch   92/134 - Train Accuracy:  0.909, Validation Accuracy:  0.907, Loss:  0.064
Epoch  79 Batch   93/134 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.068
Epoch  79 Batch   94/134 - Train Accuracy:  0.900, Validation Accuracy:  0.904, Loss:  0.065
Epoch  79 Batch   95/134 - Train Accuracy:  0.906, Validation Accuracy:  0.903, Loss:  0.066
Epoch  79 Batch   96/134 - Train Accuracy:  0.909, Validation Accuracy:  0.906, Loss:  0.063
Epoch  79 Batch   97/134 - Train Accuracy:  0.896, Validation Accuracy:  0.901, Loss:  0.067
Epoch  79 Batch   98/134 - Train Accuracy:  0.894, Validation Accuracy:  0.904, Loss:  0.069
Epoch  79 Batch   99/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.067
Epoch  79 Batch  100/134 - Train Accuracy:  0.897, Validation Accuracy:  0.902, Loss:  0.070
Epoch  79 Batch  101/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.069
Epoch  79 Batch  102/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.069
Epoch  79 Batch  103/134 - Train Accuracy:  0.903, Validation Accuracy:  0.900, Loss:  0.064
Epoch  79 Batch  104/134 - Train Accuracy:  0.907, Validation Accuracy:  0.901, Loss:  0.066
Epoch  79 Batch  105/134 - Train Accuracy:  0.899, Validation Accuracy:  0.902, Loss:  0.070
Epoch  79 Batch  106/134 - Train Accuracy:  0.891, Validation Accuracy:  0.902, Loss:  0.068
Epoch  79 Batch  107/134 - Train Accuracy:  0.907, Validation Accuracy:  0.899, Loss:  0.067
Epoch  79 Batch  108/134 - Train Accuracy:  0.905, Validation Accuracy:  0.899, Loss:  0.067
Epoch  79 Batch  109/134 - Train Accuracy:  0.910, Validation Accuracy:  0.903, Loss:  0.064
Epoch  79 Batch  110/134 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.065
Epoch  79 Batch  111/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.069
Epoch  79 Batch  112/134 - Train Accuracy:  0.898, Validation Accuracy:  0.899, Loss:  0.063
Epoch  79 Batch  113/134 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.067
Epoch  79 Batch  114/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.068
Epoch  79 Batch  115/134 - Train Accuracy:  0.900, Validation Accuracy:  0.899, Loss:  0.068
Epoch  79 Batch  116/134 - Train Accuracy:  0.907, Validation Accuracy:  0.902, Loss:  0.068
Epoch  79 Batch  117/134 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.063
Epoch  79 Batch  118/134 - Train Accuracy:  0.900, Validation Accuracy:  0.905, Loss:  0.064
Epoch  79 Batch  119/134 - Train Accuracy:  0.909, Validation Accuracy:  0.903, Loss:  0.059
Epoch  79 Batch  120/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.069
Epoch  79 Batch  121/134 - Train Accuracy:  0.909, Validation Accuracy:  0.902, Loss:  0.062
Epoch  79 Batch  122/134 - Train Accuracy:  0.899, Validation Accuracy:  0.898, Loss:  0.068
Epoch  79 Batch  123/134 - Train Accuracy:  0.909, Validation Accuracy:  0.899, Loss:  0.064
Epoch  79 Batch  124/134 - Train Accuracy:  0.911, Validation Accuracy:  0.902, Loss:  0.057
Epoch  79 Batch  125/134 - Train Accuracy:  0.914, Validation Accuracy:  0.902, Loss:  0.061
Epoch  79 Batch  126/134 - Train Accuracy:  0.893, Validation Accuracy:  0.899, Loss:  0.067
Epoch  79 Batch  127/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.063
Epoch  79 Batch  128/134 - Train Accuracy:  0.893, Validation Accuracy:  0.902, Loss:  0.070
Epoch  79 Batch  129/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.068
Epoch  79 Batch  130/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.063
Epoch  79 Batch  131/134 - Train Accuracy:  0.894, Validation Accuracy:  0.898, Loss:  0.072
Epoch  79 Batch  132/134 - Train Accuracy:  0.906, Validation Accuracy:  0.900, Loss:  0.065
Epoch  80 Batch    0/134 - Train Accuracy:  0.902, Validation Accuracy:  0.902, Loss:  0.067
Epoch  80 Batch    1/134 - Train Accuracy:  0.896, Validation Accuracy:  0.900, Loss:  0.069
Epoch  80 Batch    2/134 - Train Accuracy:  0.902, Validation Accuracy:  0.902, Loss:  0.063
Epoch  80 Batch    3/134 - Train Accuracy:  0.911, Validation Accuracy:  0.902, Loss:  0.065
Epoch  80 Batch    4/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.067
Epoch  80 Batch    5/134 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.071
Epoch  80 Batch    6/134 - Train Accuracy:  0.902, Validation Accuracy:  0.902, Loss:  0.062
Epoch  80 Batch    7/134 - Train Accuracy:  0.904, Validation Accuracy:  0.903, Loss:  0.064
Epoch  80 Batch    8/134 - Train Accuracy:  0.910, Validation Accuracy:  0.902, Loss:  0.066
Epoch  80 Batch    9/134 - Train Accuracy:  0.911, Validation Accuracy:  0.901, Loss:  0.059
Epoch  80 Batch   10/134 - Train Accuracy:  0.899, Validation Accuracy:  0.902, Loss:  0.067
Epoch  80 Batch   11/134 - Train Accuracy:  0.902, Validation Accuracy:  0.906, Loss:  0.063
Epoch  80 Batch   12/134 - Train Accuracy:  0.913, Validation Accuracy:  0.904, Loss:  0.066
Epoch  80 Batch   13/134 - Train Accuracy:  0.892, Validation Accuracy:  0.903, Loss:  0.069
Epoch  80 Batch   14/134 - Train Accuracy:  0.907, Validation Accuracy:  0.904, Loss:  0.066
Epoch  80 Batch   15/134 - Train Accuracy:  0.908, Validation Accuracy:  0.905, Loss:  0.063
Epoch  80 Batch   16/134 - Train Accuracy:  0.909, Validation Accuracy:  0.906, Loss:  0.060
Epoch  80 Batch   17/134 - Train Accuracy:  0.900, Validation Accuracy:  0.903, Loss:  0.073
Epoch  80 Batch   18/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.062
Epoch  80 Batch   19/134 - Train Accuracy:  0.896, Validation Accuracy:  0.906, Loss:  0.070
Epoch  80 Batch   20/134 - Train Accuracy:  0.905, Validation Accuracy:  0.905, Loss:  0.063
Epoch  80 Batch   21/134 - Train Accuracy:  0.903, Validation Accuracy:  0.903, Loss:  0.066
Epoch  80 Batch   22/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.064
Epoch  80 Batch   23/134 - Train Accuracy:  0.908, Validation Accuracy:  0.901, Loss:  0.060
Epoch  80 Batch   24/134 - Train Accuracy:  0.894, Validation Accuracy:  0.902, Loss:  0.067
Epoch  80 Batch   25/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.059
Epoch  80 Batch   26/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.067
Epoch  80 Batch   27/134 - Train Accuracy:  0.900, Validation Accuracy:  0.903, Loss:  0.064
Epoch  80 Batch   28/134 - Train Accuracy:  0.904, Validation Accuracy:  0.904, Loss:  0.066
Epoch  80 Batch   29/134 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.057
Epoch  80 Batch   30/134 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.061
Epoch  80 Batch   31/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.064
Epoch  80 Batch   32/134 - Train Accuracy:  0.908, Validation Accuracy:  0.902, Loss:  0.063
Epoch  80 Batch   33/134 - Train Accuracy:  0.893, Validation Accuracy:  0.903, Loss:  0.073
Epoch  80 Batch   34/134 - Train Accuracy:  0.899, Validation Accuracy:  0.905, Loss:  0.070
Epoch  80 Batch   35/134 - Train Accuracy:  0.904, Validation Accuracy:  0.905, Loss:  0.068
Epoch  80 Batch   36/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.065
Epoch  80 Batch   37/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.066
Epoch  80 Batch   38/134 - Train Accuracy:  0.907, Validation Accuracy:  0.901, Loss:  0.062
Epoch  80 Batch   39/134 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.065
Epoch  80 Batch   40/134 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.065
Epoch  80 Batch   41/134 - Train Accuracy:  0.901, Validation Accuracy:  0.899, Loss:  0.074
Epoch  80 Batch   42/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.062
Epoch  80 Batch   43/134 - Train Accuracy:  0.898, Validation Accuracy:  0.900, Loss:  0.067
Epoch  80 Batch   44/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.064
Epoch  80 Batch   45/134 - Train Accuracy:  0.907, Validation Accuracy:  0.901, Loss:  0.061
Epoch  80 Batch   46/134 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.065
Epoch  80 Batch   47/134 - Train Accuracy:  0.896, Validation Accuracy:  0.907, Loss:  0.065
Epoch  80 Batch   48/134 - Train Accuracy:  0.908, Validation Accuracy:  0.907, Loss:  0.066
Epoch  80 Batch   49/134 - Train Accuracy:  0.909, Validation Accuracy:  0.905, Loss:  0.064
Epoch  80 Batch   50/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.067
Epoch  80 Batch   51/134 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.065
Epoch  80 Batch   52/134 - Train Accuracy:  0.910, Validation Accuracy:  0.904, Loss:  0.063
Epoch  80 Batch   53/134 - Train Accuracy:  0.914, Validation Accuracy:  0.902, Loss:  0.061
Epoch  80 Batch   54/134 - Train Accuracy:  0.887, Validation Accuracy:  0.901, Loss:  0.066
Epoch  80 Batch   55/134 - Train Accuracy:  0.899, Validation Accuracy:  0.901, Loss:  0.069
Epoch  80 Batch   56/134 - Train Accuracy:  0.905, Validation Accuracy:  0.905, Loss:  0.065
Epoch  80 Batch   57/134 - Train Accuracy:  0.909, Validation Accuracy:  0.904, Loss:  0.066
Epoch  80 Batch   58/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.063
Epoch  80 Batch   59/134 - Train Accuracy:  0.899, Validation Accuracy:  0.904, Loss:  0.065
Epoch  80 Batch   60/134 - Train Accuracy:  0.915, Validation Accuracy:  0.906, Loss:  0.060
Epoch  80 Batch   61/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.059
Epoch  80 Batch   62/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.064
Epoch  80 Batch   63/134 - Train Accuracy:  0.905, Validation Accuracy:  0.904, Loss:  0.063
Epoch  80 Batch   64/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.066
Epoch  80 Batch   65/134 - Train Accuracy:  0.887, Validation Accuracy:  0.905, Loss:  0.066
Epoch  80 Batch   66/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.060
Epoch  80 Batch   67/134 - Train Accuracy:  0.885, Validation Accuracy:  0.905, Loss:  0.068
Epoch  80 Batch   68/134 - Train Accuracy:  0.902, Validation Accuracy:  0.906, Loss:  0.068
Epoch  80 Batch   69/134 - Train Accuracy:  0.898, Validation Accuracy:  0.907, Loss:  0.068
Epoch  80 Batch   70/134 - Train Accuracy:  0.907, Validation Accuracy:  0.905, Loss:  0.064
Epoch  80 Batch   71/134 - Train Accuracy:  0.914, Validation Accuracy:  0.903, Loss:  0.057
Epoch  80 Batch   72/134 - Train Accuracy:  0.897, Validation Accuracy:  0.904, Loss:  0.063
Epoch  80 Batch   73/134 - Train Accuracy:  0.902, Validation Accuracy:  0.900, Loss:  0.065
Epoch  80 Batch   74/134 - Train Accuracy:  0.886, Validation Accuracy:  0.903, Loss:  0.071
Epoch  80 Batch   75/134 - Train Accuracy:  0.905, Validation Accuracy:  0.902, Loss:  0.066
Epoch  80 Batch   76/134 - Train Accuracy:  0.915, Validation Accuracy:  0.905, Loss:  0.062
Epoch  80 Batch   77/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.062
Epoch  80 Batch   78/134 - Train Accuracy:  0.893, Validation Accuracy:  0.907, Loss:  0.065
Epoch  80 Batch   79/134 - Train Accuracy:  0.897, Validation Accuracy:  0.905, Loss:  0.062
Epoch  80 Batch   80/134 - Train Accuracy:  0.915, Validation Accuracy:  0.905, Loss:  0.064
Epoch  80 Batch   81/134 - Train Accuracy:  0.914, Validation Accuracy:  0.905, Loss:  0.065
Epoch  80 Batch   82/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.061
Epoch  80 Batch   83/134 - Train Accuracy:  0.900, Validation Accuracy:  0.905, Loss:  0.065
Epoch  80 Batch   84/134 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.062
Epoch  80 Batch   85/134 - Train Accuracy:  0.901, Validation Accuracy:  0.905, Loss:  0.067
Epoch  80 Batch   86/134 - Train Accuracy:  0.908, Validation Accuracy:  0.904, Loss:  0.063
Epoch  80 Batch   87/134 - Train Accuracy:  0.899, Validation Accuracy:  0.905, Loss:  0.072
Epoch  80 Batch   88/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.059
Epoch  80 Batch   89/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.062
Epoch  80 Batch   90/134 - Train Accuracy:  0.898, Validation Accuracy:  0.908, Loss:  0.065
Epoch  80 Batch   91/134 - Train Accuracy:  0.913, Validation Accuracy:  0.904, Loss:  0.054
Epoch  80 Batch   92/134 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.062
Epoch  80 Batch   93/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.067
Epoch  80 Batch   94/134 - Train Accuracy:  0.899, Validation Accuracy:  0.904, Loss:  0.063
Epoch  80 Batch   95/134 - Train Accuracy:  0.907, Validation Accuracy:  0.906, Loss:  0.065
Epoch  80 Batch   96/134 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.061
Epoch  80 Batch   97/134 - Train Accuracy:  0.896, Validation Accuracy:  0.900, Loss:  0.064
Epoch  80 Batch   98/134 - Train Accuracy:  0.897, Validation Accuracy:  0.903, Loss:  0.067
Epoch  80 Batch   99/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.065
Epoch  80 Batch  100/134 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.068
Epoch  80 Batch  101/134 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.067
Epoch  80 Batch  102/134 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.067
Epoch  80 Batch  103/134 - Train Accuracy:  0.902, Validation Accuracy:  0.902, Loss:  0.062
Epoch  80 Batch  104/134 - Train Accuracy:  0.908, Validation Accuracy:  0.900, Loss:  0.064
Epoch  80 Batch  105/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.069
Epoch  80 Batch  106/134 - Train Accuracy:  0.892, Validation Accuracy:  0.901, Loss:  0.065
Epoch  80 Batch  107/134 - Train Accuracy:  0.909, Validation Accuracy:  0.902, Loss:  0.066
Epoch  80 Batch  108/134 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.065
Epoch  80 Batch  109/134 - Train Accuracy:  0.910, Validation Accuracy:  0.904, Loss:  0.062
Epoch  80 Batch  110/134 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.063
Epoch  80 Batch  111/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.067
Epoch  80 Batch  112/134 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.061
Epoch  80 Batch  113/134 - Train Accuracy:  0.910, Validation Accuracy:  0.902, Loss:  0.065
Epoch  80 Batch  114/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.066
Epoch  80 Batch  115/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.066
Epoch  80 Batch  116/134 - Train Accuracy:  0.908, Validation Accuracy:  0.904, Loss:  0.067
Epoch  80 Batch  117/134 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.061
Epoch  80 Batch  118/134 - Train Accuracy:  0.899, Validation Accuracy:  0.908, Loss:  0.062
Epoch  80 Batch  119/134 - Train Accuracy:  0.910, Validation Accuracy:  0.900, Loss:  0.057
Epoch  80 Batch  120/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.067
Epoch  80 Batch  121/134 - Train Accuracy:  0.909, Validation Accuracy:  0.902, Loss:  0.060
Epoch  80 Batch  122/134 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.066
Epoch  80 Batch  123/134 - Train Accuracy:  0.911, Validation Accuracy:  0.902, Loss:  0.063
Epoch  80 Batch  124/134 - Train Accuracy:  0.913, Validation Accuracy:  0.904, Loss:  0.055
Epoch  80 Batch  125/134 - Train Accuracy:  0.912, Validation Accuracy:  0.904, Loss:  0.060
Epoch  80 Batch  126/134 - Train Accuracy:  0.896, Validation Accuracy:  0.899, Loss:  0.064
Epoch  80 Batch  127/134 - Train Accuracy:  0.905, Validation Accuracy:  0.901, Loss:  0.061
Epoch  80 Batch  128/134 - Train Accuracy:  0.896, Validation Accuracy:  0.905, Loss:  0.068
Epoch  80 Batch  129/134 - Train Accuracy:  0.906, Validation Accuracy:  0.904, Loss:  0.066
Epoch  80 Batch  130/134 - Train Accuracy:  0.900, Validation Accuracy:  0.903, Loss:  0.061
Epoch  80 Batch  131/134 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.069
Epoch  80 Batch  132/134 - Train Accuracy:  0.907, Validation Accuracy:  0.901, Loss:  0.062
Epoch  81 Batch    0/134 - Train Accuracy:  0.904, Validation Accuracy:  0.903, Loss:  0.064
Epoch  81 Batch    1/134 - Train Accuracy:  0.900, Validation Accuracy:  0.903, Loss:  0.067
Epoch  81 Batch    2/134 - Train Accuracy:  0.903, Validation Accuracy:  0.905, Loss:  0.061
Epoch  81 Batch    3/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.063
Epoch  81 Batch    4/134 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.064
Epoch  81 Batch    5/134 - Train Accuracy:  0.908, Validation Accuracy:  0.902, Loss:  0.068
Epoch  81 Batch    6/134 - Train Accuracy:  0.904, Validation Accuracy:  0.904, Loss:  0.060
Epoch  81 Batch    7/134 - Train Accuracy:  0.904, Validation Accuracy:  0.904, Loss:  0.062
Epoch  81 Batch    8/134 - Train Accuracy:  0.912, Validation Accuracy:  0.901, Loss:  0.063
Epoch  81 Batch    9/134 - Train Accuracy:  0.912, Validation Accuracy:  0.902, Loss:  0.057
Epoch  81 Batch   10/134 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.064
Epoch  81 Batch   11/134 - Train Accuracy:  0.903, Validation Accuracy:  0.905, Loss:  0.061
Epoch  81 Batch   12/134 - Train Accuracy:  0.913, Validation Accuracy:  0.904, Loss:  0.064
Epoch  81 Batch   13/134 - Train Accuracy:  0.892, Validation Accuracy:  0.904, Loss:  0.067
Epoch  81 Batch   14/134 - Train Accuracy:  0.911, Validation Accuracy:  0.905, Loss:  0.064
Epoch  81 Batch   15/134 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.061
Epoch  81 Batch   16/134 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.058
Epoch  81 Batch   17/134 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.071
Epoch  81 Batch   18/134 - Train Accuracy:  0.904, Validation Accuracy:  0.905, Loss:  0.060
Epoch  81 Batch   19/134 - Train Accuracy:  0.897, Validation Accuracy:  0.909, Loss:  0.068
Epoch  81 Batch   20/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.061
Epoch  81 Batch   21/134 - Train Accuracy:  0.904, Validation Accuracy:  0.903, Loss:  0.064
Epoch  81 Batch   22/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.062
Epoch  81 Batch   23/134 - Train Accuracy:  0.910, Validation Accuracy:  0.903, Loss:  0.058
Epoch  81 Batch   24/134 - Train Accuracy:  0.896, Validation Accuracy:  0.903, Loss:  0.065
Epoch  81 Batch   25/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.057
Epoch  81 Batch   26/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.065
Epoch  81 Batch   27/134 - Train Accuracy:  0.900, Validation Accuracy:  0.905, Loss:  0.062
Epoch  81 Batch   28/134 - Train Accuracy:  0.906, Validation Accuracy:  0.904, Loss:  0.065
Epoch  81 Batch   29/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.055
Epoch  81 Batch   30/134 - Train Accuracy:  0.913, Validation Accuracy:  0.907, Loss:  0.060
Epoch  81 Batch   31/134 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.063
Epoch  81 Batch   32/134 - Train Accuracy:  0.909, Validation Accuracy:  0.903, Loss:  0.062
Epoch  81 Batch   33/134 - Train Accuracy:  0.897, Validation Accuracy:  0.905, Loss:  0.071
Epoch  81 Batch   34/134 - Train Accuracy:  0.901, Validation Accuracy:  0.908, Loss:  0.068
Epoch  81 Batch   35/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.066
Epoch  81 Batch   36/134 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.063
Epoch  81 Batch   37/134 - Train Accuracy:  0.903, Validation Accuracy:  0.906, Loss:  0.064
Epoch  81 Batch   38/134 - Train Accuracy:  0.909, Validation Accuracy:  0.903, Loss:  0.060
Epoch  81 Batch   39/134 - Train Accuracy:  0.905, Validation Accuracy:  0.904, Loss:  0.063
Epoch  81 Batch   40/134 - Train Accuracy:  0.907, Validation Accuracy:  0.904, Loss:  0.063
Epoch  81 Batch   41/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.072
Epoch  81 Batch   42/134 - Train Accuracy:  0.903, Validation Accuracy:  0.902, Loss:  0.060
Epoch  81 Batch   43/134 - Train Accuracy:  0.899, Validation Accuracy:  0.903, Loss:  0.065
Epoch  81 Batch   44/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.062
Epoch  81 Batch   45/134 - Train Accuracy:  0.909, Validation Accuracy:  0.902, Loss:  0.059
Epoch  81 Batch   46/134 - Train Accuracy:  0.911, Validation Accuracy:  0.902, Loss:  0.063
Epoch  81 Batch   47/134 - Train Accuracy:  0.896, Validation Accuracy:  0.908, Loss:  0.063
Epoch  81 Batch   48/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.064
Epoch  81 Batch   49/134 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.062
Epoch  81 Batch   50/134 - Train Accuracy:  0.903, Validation Accuracy:  0.906, Loss:  0.065
Epoch  81 Batch   51/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.063
Epoch  81 Batch   52/134 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.062
Epoch  81 Batch   53/134 - Train Accuracy:  0.914, Validation Accuracy:  0.905, Loss:  0.060
Epoch  81 Batch   54/134 - Train Accuracy:  0.888, Validation Accuracy:  0.902, Loss:  0.064
Epoch  81 Batch   55/134 - Train Accuracy:  0.900, Validation Accuracy:  0.903, Loss:  0.067
Epoch  81 Batch   56/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.063
Epoch  81 Batch   57/134 - Train Accuracy:  0.912, Validation Accuracy:  0.906, Loss:  0.064
Epoch  81 Batch   58/134 - Train Accuracy:  0.904, Validation Accuracy:  0.903, Loss:  0.061
Epoch  81 Batch   59/134 - Train Accuracy:  0.900, Validation Accuracy:  0.905, Loss:  0.063
Epoch  81 Batch   60/134 - Train Accuracy:  0.916, Validation Accuracy:  0.907, Loss:  0.059
Epoch  81 Batch   61/134 - Train Accuracy:  0.904, Validation Accuracy:  0.902, Loss:  0.057
Epoch  81 Batch   62/134 - Train Accuracy:  0.899, Validation Accuracy:  0.904, Loss:  0.062
Epoch  81 Batch   63/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.061
Epoch  81 Batch   64/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.064
Epoch  81 Batch   65/134 - Train Accuracy:  0.890, Validation Accuracy:  0.906, Loss:  0.064
Epoch  81 Batch   66/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.058
Epoch  81 Batch   67/134 - Train Accuracy:  0.888, Validation Accuracy:  0.908, Loss:  0.066
Epoch  81 Batch   68/134 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.066
Epoch  81 Batch   69/134 - Train Accuracy:  0.900, Validation Accuracy:  0.907, Loss:  0.066
Epoch  81 Batch   70/134 - Train Accuracy:  0.908, Validation Accuracy:  0.907, Loss:  0.062
Epoch  81 Batch   71/134 - Train Accuracy:  0.915, Validation Accuracy:  0.903, Loss:  0.055
Epoch  81 Batch   72/134 - Train Accuracy:  0.900, Validation Accuracy:  0.903, Loss:  0.061
Epoch  81 Batch   73/134 - Train Accuracy:  0.904, Validation Accuracy:  0.903, Loss:  0.063
Epoch  81 Batch   74/134 - Train Accuracy:  0.888, Validation Accuracy:  0.904, Loss:  0.069
Epoch  81 Batch   75/134 - Train Accuracy:  0.905, Validation Accuracy:  0.905, Loss:  0.064
Epoch  81 Batch   76/134 - Train Accuracy:  0.918, Validation Accuracy:  0.906, Loss:  0.060
Epoch  81 Batch   77/134 - Train Accuracy:  0.903, Validation Accuracy:  0.906, Loss:  0.061
Epoch  81 Batch   78/134 - Train Accuracy:  0.893, Validation Accuracy:  0.907, Loss:  0.063
Epoch  81 Batch   79/134 - Train Accuracy:  0.895, Validation Accuracy:  0.906, Loss:  0.061
Epoch  81 Batch   80/134 - Train Accuracy:  0.913, Validation Accuracy:  0.905, Loss:  0.062
Epoch  81 Batch   81/134 - Train Accuracy:  0.915, Validation Accuracy:  0.906, Loss:  0.063
Epoch  81 Batch   82/134 - Train Accuracy:  0.905, Validation Accuracy:  0.908, Loss:  0.059
Epoch  81 Batch   83/134 - Train Accuracy:  0.900, Validation Accuracy:  0.905, Loss:  0.063
Epoch  81 Batch   84/134 - Train Accuracy:  0.899, Validation Accuracy:  0.904, Loss:  0.061
Epoch  81 Batch   85/134 - Train Accuracy:  0.903, Validation Accuracy:  0.908, Loss:  0.065
Epoch  81 Batch   86/134 - Train Accuracy:  0.909, Validation Accuracy:  0.906, Loss:  0.061
Epoch  81 Batch   87/134 - Train Accuracy:  0.902, Validation Accuracy:  0.906, Loss:  0.070
Epoch  81 Batch   88/134 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.058
Epoch  81 Batch   89/134 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.060
Epoch  81 Batch   90/134 - Train Accuracy:  0.899, Validation Accuracy:  0.907, Loss:  0.063
Epoch  81 Batch   91/134 - Train Accuracy:  0.914, Validation Accuracy:  0.904, Loss:  0.053
Epoch  81 Batch   92/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.060
Epoch  81 Batch   93/134 - Train Accuracy:  0.910, Validation Accuracy:  0.909, Loss:  0.065
Epoch  81 Batch   94/134 - Train Accuracy:  0.899, Validation Accuracy:  0.904, Loss:  0.061
Epoch  81 Batch   95/134 - Train Accuracy:  0.904, Validation Accuracy:  0.908, Loss:  0.063
Epoch  81 Batch   96/134 - Train Accuracy:  0.909, Validation Accuracy:  0.905, Loss:  0.062
Epoch  81 Batch   97/134 - Train Accuracy:  0.897, Validation Accuracy:  0.902, Loss:  0.062
Epoch  81 Batch   98/134 - Train Accuracy:  0.896, Validation Accuracy:  0.906, Loss:  0.066
Epoch  81 Batch   99/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.066
Epoch  81 Batch  100/134 - Train Accuracy:  0.900, Validation Accuracy:  0.904, Loss:  0.067
Epoch  81 Batch  101/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.065
Epoch  81 Batch  102/134 - Train Accuracy:  0.904, Validation Accuracy:  0.904, Loss:  0.066
Epoch  81 Batch  103/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.060
Epoch  81 Batch  104/134 - Train Accuracy:  0.911, Validation Accuracy:  0.904, Loss:  0.063
Epoch  81 Batch  105/134 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.067
Epoch  81 Batch  106/134 - Train Accuracy:  0.892, Validation Accuracy:  0.901, Loss:  0.065
Epoch  81 Batch  107/134 - Train Accuracy:  0.911, Validation Accuracy:  0.900, Loss:  0.064
Epoch  81 Batch  108/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.065
Epoch  81 Batch  109/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.060
Epoch  81 Batch  110/134 - Train Accuracy:  0.912, Validation Accuracy:  0.903, Loss:  0.064
Epoch  81 Batch  111/134 - Train Accuracy:  0.899, Validation Accuracy:  0.903, Loss:  0.064
Epoch  81 Batch  112/134 - Train Accuracy:  0.903, Validation Accuracy:  0.903, Loss:  0.060
Epoch  81 Batch  113/134 - Train Accuracy:  0.913, Validation Accuracy:  0.901, Loss:  0.063
Epoch  81 Batch  114/134 - Train Accuracy:  0.901, Validation Accuracy:  0.901, Loss:  0.066
Epoch  81 Batch  115/134 - Train Accuracy:  0.904, Validation Accuracy:  0.902, Loss:  0.063
Epoch  81 Batch  116/134 - Train Accuracy:  0.908, Validation Accuracy:  0.904, Loss:  0.065
Epoch  81 Batch  117/134 - Train Accuracy:  0.913, Validation Accuracy:  0.908, Loss:  0.060
Epoch  81 Batch  118/134 - Train Accuracy:  0.902, Validation Accuracy:  0.909, Loss:  0.059
Epoch  81 Batch  119/134 - Train Accuracy:  0.913, Validation Accuracy:  0.903, Loss:  0.057
Epoch  81 Batch  120/134 - Train Accuracy:  0.909, Validation Accuracy:  0.904, Loss:  0.064
Epoch  81 Batch  121/134 - Train Accuracy:  0.908, Validation Accuracy:  0.903, Loss:  0.059
Epoch  81 Batch  122/134 - Train Accuracy:  0.904, Validation Accuracy:  0.903, Loss:  0.064
Epoch  81 Batch  123/134 - Train Accuracy:  0.909, Validation Accuracy:  0.898, Loss:  0.060
Epoch  81 Batch  124/134 - Train Accuracy:  0.911, Validation Accuracy:  0.902, Loss:  0.054
Epoch  81 Batch  125/134 - Train Accuracy:  0.914, Validation Accuracy:  0.903, Loss:  0.057
Epoch  81 Batch  126/134 - Train Accuracy:  0.898, Validation Accuracy:  0.905, Loss:  0.064
Epoch  81 Batch  127/134 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.059
Epoch  81 Batch  128/134 - Train Accuracy:  0.894, Validation Accuracy:  0.904, Loss:  0.066
Epoch  81 Batch  129/134 - Train Accuracy:  0.908, Validation Accuracy:  0.902, Loss:  0.064
Epoch  81 Batch  130/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.060
Epoch  81 Batch  131/134 - Train Accuracy:  0.893, Validation Accuracy:  0.902, Loss:  0.067
Epoch  81 Batch  132/134 - Train Accuracy:  0.906, Validation Accuracy:  0.900, Loss:  0.060
Epoch  82 Batch    0/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.063
Epoch  82 Batch    1/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.064
Epoch  82 Batch    2/134 - Train Accuracy:  0.902, Validation Accuracy:  0.906, Loss:  0.059
Epoch  82 Batch    3/134 - Train Accuracy:  0.913, Validation Accuracy:  0.906, Loss:  0.061
Epoch  82 Batch    4/134 - Train Accuracy:  0.902, Validation Accuracy:  0.906, Loss:  0.063
Epoch  82 Batch    5/134 - Train Accuracy:  0.911, Validation Accuracy:  0.905, Loss:  0.067
Epoch  82 Batch    6/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.057
Epoch  82 Batch    7/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.060
Epoch  82 Batch    8/134 - Train Accuracy:  0.911, Validation Accuracy:  0.901, Loss:  0.061
Epoch  82 Batch    9/134 - Train Accuracy:  0.913, Validation Accuracy:  0.904, Loss:  0.056
Epoch  82 Batch   10/134 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.062
Epoch  82 Batch   11/134 - Train Accuracy:  0.902, Validation Accuracy:  0.907, Loss:  0.059
Epoch  82 Batch   12/134 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.061
Epoch  82 Batch   13/134 - Train Accuracy:  0.895, Validation Accuracy:  0.906, Loss:  0.065
Epoch  82 Batch   14/134 - Train Accuracy:  0.913, Validation Accuracy:  0.907, Loss:  0.062
Epoch  82 Batch   15/134 - Train Accuracy:  0.911, Validation Accuracy:  0.907, Loss:  0.059
Epoch  82 Batch   16/134 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.057
Epoch  82 Batch   17/134 - Train Accuracy:  0.904, Validation Accuracy:  0.905, Loss:  0.069
Epoch  82 Batch   18/134 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.058
Epoch  82 Batch   19/134 - Train Accuracy:  0.896, Validation Accuracy:  0.908, Loss:  0.066
Epoch  82 Batch   20/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.058
Epoch  82 Batch   21/134 - Train Accuracy:  0.904, Validation Accuracy:  0.905, Loss:  0.062
Epoch  82 Batch   22/134 - Train Accuracy:  0.904, Validation Accuracy:  0.903, Loss:  0.060
Epoch  82 Batch   23/134 - Train Accuracy:  0.910, Validation Accuracy:  0.903, Loss:  0.056
Epoch  82 Batch   24/134 - Train Accuracy:  0.896, Validation Accuracy:  0.905, Loss:  0.063
Epoch  82 Batch   25/134 - Train Accuracy:  0.903, Validation Accuracy:  0.905, Loss:  0.056
Epoch  82 Batch   26/134 - Train Accuracy:  0.903, Validation Accuracy:  0.906, Loss:  0.063
Epoch  82 Batch   27/134 - Train Accuracy:  0.900, Validation Accuracy:  0.907, Loss:  0.060
Epoch  82 Batch   28/134 - Train Accuracy:  0.909, Validation Accuracy:  0.907, Loss:  0.063
Epoch  82 Batch   29/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.053
Epoch  82 Batch   30/134 - Train Accuracy:  0.915, Validation Accuracy:  0.907, Loss:  0.058
Epoch  82 Batch   31/134 - Train Accuracy:  0.903, Validation Accuracy:  0.905, Loss:  0.061
Epoch  82 Batch   32/134 - Train Accuracy:  0.908, Validation Accuracy:  0.905, Loss:  0.060
Epoch  82 Batch   33/134 - Train Accuracy:  0.898, Validation Accuracy:  0.906, Loss:  0.069
Epoch  82 Batch   34/134 - Train Accuracy:  0.900, Validation Accuracy:  0.907, Loss:  0.066
Epoch  82 Batch   35/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.064
Epoch  82 Batch   36/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.061
Epoch  82 Batch   37/134 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.062
Epoch  82 Batch   38/134 - Train Accuracy:  0.911, Validation Accuracy:  0.905, Loss:  0.058
Epoch  82 Batch   39/134 - Train Accuracy:  0.907, Validation Accuracy:  0.905, Loss:  0.061
Epoch  82 Batch   40/134 - Train Accuracy:  0.908, Validation Accuracy:  0.905, Loss:  0.061
Epoch  82 Batch   41/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.070
Epoch  82 Batch   42/134 - Train Accuracy:  0.905, Validation Accuracy:  0.903, Loss:  0.059
Epoch  82 Batch   43/134 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.063
Epoch  82 Batch   44/134 - Train Accuracy:  0.905, Validation Accuracy:  0.903, Loss:  0.060
Epoch  82 Batch   45/134 - Train Accuracy:  0.910, Validation Accuracy:  0.902, Loss:  0.057
Epoch  82 Batch   46/134 - Train Accuracy:  0.913, Validation Accuracy:  0.905, Loss:  0.061
Epoch  82 Batch   47/134 - Train Accuracy:  0.898, Validation Accuracy:  0.910, Loss:  0.061
Epoch  82 Batch   48/134 - Train Accuracy:  0.910, Validation Accuracy:  0.908, Loss:  0.062
Epoch  82 Batch   49/134 - Train Accuracy:  0.910, Validation Accuracy:  0.907, Loss:  0.061
Epoch  82 Batch   50/134 - Train Accuracy:  0.904, Validation Accuracy:  0.908, Loss:  0.063
Epoch  82 Batch   51/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.061
Epoch  82 Batch   52/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.060
Epoch  82 Batch   53/134 - Train Accuracy:  0.916, Validation Accuracy:  0.908, Loss:  0.058
Epoch  82 Batch   54/134 - Train Accuracy:  0.888, Validation Accuracy:  0.903, Loss:  0.062
Epoch  82 Batch   55/134 - Train Accuracy:  0.901, Validation Accuracy:  0.903, Loss:  0.066
Epoch  82 Batch   56/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.061
Epoch  82 Batch   57/134 - Train Accuracy:  0.912, Validation Accuracy:  0.906, Loss:  0.063
Epoch  82 Batch   58/134 - Train Accuracy:  0.904, Validation Accuracy:  0.902, Loss:  0.059
Epoch  82 Batch   59/134 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.062
Epoch  82 Batch   60/134 - Train Accuracy:  0.918, Validation Accuracy:  0.909, Loss:  0.057
Epoch  82 Batch   61/134 - Train Accuracy:  0.903, Validation Accuracy:  0.903, Loss:  0.056
Epoch  82 Batch   62/134 - Train Accuracy:  0.900, Validation Accuracy:  0.905, Loss:  0.061
Epoch  82 Batch   63/134 - Train Accuracy:  0.907, Validation Accuracy:  0.909, Loss:  0.059
Epoch  82 Batch   64/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.062
Epoch  82 Batch   65/134 - Train Accuracy:  0.892, Validation Accuracy:  0.909, Loss:  0.062
Epoch  82 Batch   66/134 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.056
Epoch  82 Batch   67/134 - Train Accuracy:  0.890, Validation Accuracy:  0.909, Loss:  0.064
Epoch  82 Batch   68/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.064
Epoch  82 Batch   69/134 - Train Accuracy:  0.901, Validation Accuracy:  0.906, Loss:  0.064
Epoch  82 Batch   70/134 - Train Accuracy:  0.910, Validation Accuracy:  0.907, Loss:  0.061
Epoch  82 Batch   71/134 - Train Accuracy:  0.916, Validation Accuracy:  0.903, Loss:  0.053
Epoch  82 Batch   72/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.059
Epoch  82 Batch   73/134 - Train Accuracy:  0.905, Validation Accuracy:  0.904, Loss:  0.061
Epoch  82 Batch   74/134 - Train Accuracy:  0.890, Validation Accuracy:  0.907, Loss:  0.067
Epoch  82 Batch   75/134 - Train Accuracy:  0.909, Validation Accuracy:  0.906, Loss:  0.063
Epoch  82 Batch   76/134 - Train Accuracy:  0.920, Validation Accuracy:  0.907, Loss:  0.058
Epoch  82 Batch   77/134 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.059
Epoch  82 Batch   78/134 - Train Accuracy:  0.894, Validation Accuracy:  0.910, Loss:  0.061
Epoch  82 Batch   79/134 - Train Accuracy:  0.897, Validation Accuracy:  0.907, Loss:  0.059
Epoch  82 Batch   80/134 - Train Accuracy:  0.913, Validation Accuracy:  0.905, Loss:  0.060
Epoch  82 Batch   81/134 - Train Accuracy:  0.916, Validation Accuracy:  0.910, Loss:  0.061
Epoch  82 Batch   82/134 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.058
Epoch  82 Batch   83/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.061
Epoch  82 Batch   84/134 - Train Accuracy:  0.900, Validation Accuracy:  0.906, Loss:  0.059
Epoch  82 Batch   85/134 - Train Accuracy:  0.904, Validation Accuracy:  0.909, Loss:  0.063
Epoch  82 Batch   86/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.059
Epoch  82 Batch   87/134 - Train Accuracy:  0.902, Validation Accuracy:  0.906, Loss:  0.068
Epoch  82 Batch   88/134 - Train Accuracy:  0.912, Validation Accuracy:  0.912, Loss:  0.056
Epoch  82 Batch   89/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.059
Epoch  82 Batch   90/134 - Train Accuracy:  0.901, Validation Accuracy:  0.908, Loss:  0.061
Epoch  82 Batch   91/134 - Train Accuracy:  0.914, Validation Accuracy:  0.906, Loss:  0.051
Epoch  82 Batch   92/134 - Train Accuracy:  0.913, Validation Accuracy:  0.909, Loss:  0.058
Epoch  82 Batch   93/134 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.064
Epoch  82 Batch   94/134 - Train Accuracy:  0.898, Validation Accuracy:  0.904, Loss:  0.059
Epoch  82 Batch   95/134 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.062
Epoch  82 Batch   96/134 - Train Accuracy:  0.886, Validation Accuracy:  0.879, Loss:  0.063
Epoch  82 Batch   97/134 - Train Accuracy:  0.827, Validation Accuracy:  0.848, Loss:  0.101
Epoch  82 Batch   98/134 - Train Accuracy:  0.770, Validation Accuracy:  0.798, Loss:  0.276
Epoch  82 Batch   99/134 - Train Accuracy:  0.824, Validation Accuracy:  0.816, Loss:  0.332
Epoch  82 Batch  100/134 - Train Accuracy:  0.793, Validation Accuracy:  0.806, Loss:  0.228
Epoch  82 Batch  101/134 - Train Accuracy:  0.788, Validation Accuracy:  0.801, Loss:  0.261
Epoch  82 Batch  102/134 - Train Accuracy:  0.849, Validation Accuracy:  0.851, Loss:  0.241
Epoch  82 Batch  103/134 - Train Accuracy:  0.809, Validation Accuracy:  0.800, Loss:  0.135
Epoch  82 Batch  104/134 - Train Accuracy:  0.822, Validation Accuracy:  0.821, Loss:  0.219
Epoch  82 Batch  105/134 - Train Accuracy:  0.815, Validation Accuracy:  0.818, Loss:  0.202
Epoch  82 Batch  106/134 - Train Accuracy:  0.837, Validation Accuracy:  0.851, Loss:  0.160
Epoch  82 Batch  107/134 - Train Accuracy:  0.796, Validation Accuracy:  0.805, Loss:  0.143
Epoch  82 Batch  108/134 - Train Accuracy:  0.832, Validation Accuracy:  0.837, Loss:  0.183
Epoch  82 Batch  109/134 - Train Accuracy:  0.838, Validation Accuracy:  0.834, Loss:  0.128
Epoch  82 Batch  110/134 - Train Accuracy:  0.834, Validation Accuracy:  0.828, Loss:  0.136
Epoch  82 Batch  111/134 - Train Accuracy:  0.869, Validation Accuracy:  0.861, Loss:  0.148
Epoch  82 Batch  112/134 - Train Accuracy:  0.832, Validation Accuracy:  0.848, Loss:  0.095
Epoch  82 Batch  113/134 - Train Accuracy:  0.862, Validation Accuracy:  0.848, Loss:  0.120
Epoch  82 Batch  114/134 - Train Accuracy:  0.860, Validation Accuracy:  0.872, Loss:  0.116
Epoch  82 Batch  115/134 - Train Accuracy:  0.844, Validation Accuracy:  0.849, Loss:  0.095
Epoch  82 Batch  116/134 - Train Accuracy:  0.876, Validation Accuracy:  0.860, Loss:  0.111
Epoch  82 Batch  117/134 - Train Accuracy:  0.872, Validation Accuracy:  0.874, Loss:  0.089
Epoch  82 Batch  118/134 - Train Accuracy:  0.870, Validation Accuracy:  0.873, Loss:  0.094
Epoch  82 Batch  119/134 - Train Accuracy:  0.880, Validation Accuracy:  0.863, Loss:  0.084
Epoch  82 Batch  120/134 - Train Accuracy:  0.869, Validation Accuracy:  0.870, Loss:  0.095
Epoch  82 Batch  121/134 - Train Accuracy:  0.884, Validation Accuracy:  0.880, Loss:  0.086
Epoch  82 Batch  122/134 - Train Accuracy:  0.869, Validation Accuracy:  0.882, Loss:  0.081
Epoch  82 Batch  123/134 - Train Accuracy:  0.883, Validation Accuracy:  0.874, Loss:  0.079
Epoch  82 Batch  124/134 - Train Accuracy:  0.901, Validation Accuracy:  0.886, Loss:  0.074
Epoch  82 Batch  125/134 - Train Accuracy:  0.905, Validation Accuracy:  0.890, Loss:  0.073
Epoch  82 Batch  126/134 - Train Accuracy:  0.881, Validation Accuracy:  0.887, Loss:  0.079
Epoch  82 Batch  127/134 - Train Accuracy:  0.888, Validation Accuracy:  0.886, Loss:  0.070
Epoch  82 Batch  128/134 - Train Accuracy:  0.870, Validation Accuracy:  0.883, Loss:  0.079
Epoch  82 Batch  129/134 - Train Accuracy:  0.890, Validation Accuracy:  0.891, Loss:  0.079
Epoch  82 Batch  130/134 - Train Accuracy:  0.894, Validation Accuracy:  0.892, Loss:  0.068
Epoch  82 Batch  131/134 - Train Accuracy:  0.884, Validation Accuracy:  0.886, Loss:  0.077
Epoch  82 Batch  132/134 - Train Accuracy:  0.898, Validation Accuracy:  0.897, Loss:  0.073
Epoch  83 Batch    0/134 - Train Accuracy:  0.892, Validation Accuracy:  0.891, Loss:  0.069
Epoch  83 Batch    1/134 - Train Accuracy:  0.879, Validation Accuracy:  0.889, Loss:  0.074
Epoch  83 Batch    2/134 - Train Accuracy:  0.895, Validation Accuracy:  0.891, Loss:  0.067
Epoch  83 Batch    3/134 - Train Accuracy:  0.902, Validation Accuracy:  0.893, Loss:  0.067
Epoch  83 Batch    4/134 - Train Accuracy:  0.896, Validation Accuracy:  0.898, Loss:  0.069
Epoch  83 Batch    5/134 - Train Accuracy:  0.904, Validation Accuracy:  0.896, Loss:  0.072
Epoch  83 Batch    6/134 - Train Accuracy:  0.887, Validation Accuracy:  0.893, Loss:  0.062
Epoch  83 Batch    7/134 - Train Accuracy:  0.896, Validation Accuracy:  0.898, Loss:  0.067
Epoch  83 Batch    8/134 - Train Accuracy:  0.907, Validation Accuracy:  0.897, Loss:  0.064
Epoch  83 Batch    9/134 - Train Accuracy:  0.913, Validation Accuracy:  0.900, Loss:  0.060
Epoch  83 Batch   10/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.065
Epoch  83 Batch   11/134 - Train Accuracy:  0.897, Validation Accuracy:  0.899, Loss:  0.062
Epoch  83 Batch   12/134 - Train Accuracy:  0.909, Validation Accuracy:  0.901, Loss:  0.065
Epoch  83 Batch   13/134 - Train Accuracy:  0.887, Validation Accuracy:  0.903, Loss:  0.068
Epoch  83 Batch   14/134 - Train Accuracy:  0.910, Validation Accuracy:  0.903, Loss:  0.064
Epoch  83 Batch   15/134 - Train Accuracy:  0.908, Validation Accuracy:  0.903, Loss:  0.062
Epoch  83 Batch   16/134 - Train Accuracy:  0.905, Validation Accuracy:  0.901, Loss:  0.059
Epoch  83 Batch   17/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.071
Epoch  83 Batch   18/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.060
Epoch  83 Batch   19/134 - Train Accuracy:  0.901, Validation Accuracy:  0.908, Loss:  0.067
Epoch  83 Batch   20/134 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.060
Epoch  83 Batch   21/134 - Train Accuracy:  0.902, Validation Accuracy:  0.902, Loss:  0.063
Epoch  83 Batch   22/134 - Train Accuracy:  0.902, Validation Accuracy:  0.901, Loss:  0.061
Epoch  83 Batch   23/134 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.057
Epoch  83 Batch   24/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.064
Epoch  83 Batch   25/134 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.057
Epoch  83 Batch   26/134 - Train Accuracy:  0.899, Validation Accuracy:  0.904, Loss:  0.063
Epoch  83 Batch   27/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.061
Epoch  83 Batch   28/134 - Train Accuracy:  0.907, Validation Accuracy:  0.902, Loss:  0.063
Epoch  83 Batch   29/134 - Train Accuracy:  0.907, Validation Accuracy:  0.904, Loss:  0.053
Epoch  83 Batch   30/134 - Train Accuracy:  0.914, Validation Accuracy:  0.904, Loss:  0.058
Epoch  83 Batch   31/134 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.061
Epoch  83 Batch   32/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.060
Epoch  83 Batch   33/134 - Train Accuracy:  0.898, Validation Accuracy:  0.901, Loss:  0.068
Epoch  83 Batch   34/134 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.066
Epoch  83 Batch   35/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.065
Epoch  83 Batch   36/134 - Train Accuracy:  0.906, Validation Accuracy:  0.907, Loss:  0.062
Epoch  83 Batch   37/134 - Train Accuracy:  0.900, Validation Accuracy:  0.907, Loss:  0.062
Epoch  83 Batch   38/134 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.058
Epoch  83 Batch   39/134 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.061
Epoch  83 Batch   40/134 - Train Accuracy:  0.907, Validation Accuracy:  0.901, Loss:  0.061
Epoch  83 Batch   41/134 - Train Accuracy:  0.903, Validation Accuracy:  0.899, Loss:  0.069
Epoch  83 Batch   42/134 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.058
Epoch  83 Batch   43/134 - Train Accuracy:  0.900, Validation Accuracy:  0.901, Loss:  0.063
Epoch  83 Batch   44/134 - Train Accuracy:  0.906, Validation Accuracy:  0.902, Loss:  0.060
Epoch  83 Batch   45/134 - Train Accuracy:  0.910, Validation Accuracy:  0.902, Loss:  0.057
Epoch  83 Batch   46/134 - Train Accuracy:  0.914, Validation Accuracy:  0.902, Loss:  0.061
Epoch  83 Batch   47/134 - Train Accuracy:  0.898, Validation Accuracy:  0.903, Loss:  0.062
Epoch  83 Batch   48/134 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.061
Epoch  83 Batch   49/134 - Train Accuracy:  0.912, Validation Accuracy:  0.906, Loss:  0.060
Epoch  83 Batch   50/134 - Train Accuracy:  0.903, Validation Accuracy:  0.905, Loss:  0.064
Epoch  83 Batch   51/134 - Train Accuracy:  0.902, Validation Accuracy:  0.904, Loss:  0.061
Epoch  83 Batch   52/134 - Train Accuracy:  0.907, Validation Accuracy:  0.903, Loss:  0.059
Epoch  83 Batch   53/134 - Train Accuracy:  0.913, Validation Accuracy:  0.903, Loss:  0.058
Epoch  83 Batch   54/134 - Train Accuracy:  0.889, Validation Accuracy:  0.904, Loss:  0.062
Epoch  83 Batch   55/134 - Train Accuracy:  0.904, Validation Accuracy:  0.908, Loss:  0.064
Epoch  83 Batch   56/134 - Train Accuracy:  0.905, Validation Accuracy:  0.905, Loss:  0.060
Epoch  83 Batch   57/134 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.062
Epoch  83 Batch   58/134 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.058
Epoch  83 Batch   59/134 - Train Accuracy:  0.898, Validation Accuracy:  0.908, Loss:  0.061
Epoch  83 Batch   60/134 - Train Accuracy:  0.914, Validation Accuracy:  0.909, Loss:  0.056
Epoch  83 Batch   61/134 - Train Accuracy:  0.906, Validation Accuracy:  0.904, Loss:  0.055
Epoch  83 Batch   62/134 - Train Accuracy:  0.898, Validation Accuracy:  0.906, Loss:  0.059
Epoch  83 Batch   63/134 - Train Accuracy:  0.906, Validation Accuracy:  0.907, Loss:  0.058
Epoch  83 Batch   64/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.062
Epoch  83 Batch   65/134 - Train Accuracy:  0.891, Validation Accuracy:  0.907, Loss:  0.061
Epoch  83 Batch   66/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.055
Epoch  83 Batch   67/134 - Train Accuracy:  0.890, Validation Accuracy:  0.908, Loss:  0.062
Epoch  83 Batch   68/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.063
Epoch  83 Batch   69/134 - Train Accuracy:  0.903, Validation Accuracy:  0.908, Loss:  0.063
Epoch  83 Batch   70/134 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.059
Epoch  83 Batch   71/134 - Train Accuracy:  0.915, Validation Accuracy:  0.905, Loss:  0.052
Epoch  83 Batch   72/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.058
Epoch  83 Batch   73/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.060
Epoch  83 Batch   74/134 - Train Accuracy:  0.891, Validation Accuracy:  0.909, Loss:  0.066
Epoch  83 Batch   75/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.062
Epoch  83 Batch   76/134 - Train Accuracy:  0.914, Validation Accuracy:  0.908, Loss:  0.057
Epoch  83 Batch   77/134 - Train Accuracy:  0.903, Validation Accuracy:  0.907, Loss:  0.058
Epoch  83 Batch   78/134 - Train Accuracy:  0.898, Validation Accuracy:  0.907, Loss:  0.060
Epoch  83 Batch   79/134 - Train Accuracy:  0.900, Validation Accuracy:  0.908, Loss:  0.058
Epoch  83 Batch   80/134 - Train Accuracy:  0.914, Validation Accuracy:  0.907, Loss:  0.059
Epoch  83 Batch   81/134 - Train Accuracy:  0.916, Validation Accuracy:  0.909, Loss:  0.060
Epoch  83 Batch   82/134 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.057
Epoch  83 Batch   83/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.060
Epoch  83 Batch   84/134 - Train Accuracy:  0.897, Validation Accuracy:  0.907, Loss:  0.058
Epoch  83 Batch   85/134 - Train Accuracy:  0.900, Validation Accuracy:  0.904, Loss:  0.062
Epoch  83 Batch   86/134 - Train Accuracy:  0.916, Validation Accuracy:  0.906, Loss:  0.058
Epoch  83 Batch   87/134 - Train Accuracy:  0.903, Validation Accuracy:  0.907, Loss:  0.067
Epoch  83 Batch   88/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.055
Epoch  83 Batch   89/134 - Train Accuracy:  0.913, Validation Accuracy:  0.909, Loss:  0.058
Epoch  83 Batch   90/134 - Train Accuracy:  0.902, Validation Accuracy:  0.910, Loss:  0.060
Epoch  83 Batch   91/134 - Train Accuracy:  0.917, Validation Accuracy:  0.907, Loss:  0.050
Epoch  83 Batch   92/134 - Train Accuracy:  0.912, Validation Accuracy:  0.908, Loss:  0.056
Epoch  83 Batch   93/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.060
Epoch  83 Batch   94/134 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.058
Epoch  83 Batch   95/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.057
Epoch  83 Batch   96/134 - Train Accuracy:  0.913, Validation Accuracy:  0.907, Loss:  0.056
Epoch  83 Batch   97/134 - Train Accuracy:  0.902, Validation Accuracy:  0.906, Loss:  0.059
Epoch  83 Batch   98/134 - Train Accuracy:  0.902, Validation Accuracy:  0.908, Loss:  0.061
Epoch  83 Batch   99/134 - Train Accuracy:  0.906, Validation Accuracy:  0.907, Loss:  0.060
Epoch  83 Batch  100/134 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.062
Epoch  83 Batch  101/134 - Train Accuracy:  0.906, Validation Accuracy:  0.902, Loss:  0.062
Epoch  83 Batch  102/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.060
Epoch  83 Batch  103/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.057
Epoch  83 Batch  104/134 - Train Accuracy:  0.912, Validation Accuracy:  0.905, Loss:  0.058
Epoch  83 Batch  105/134 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.063
Epoch  83 Batch  106/134 - Train Accuracy:  0.895, Validation Accuracy:  0.904, Loss:  0.060
Epoch  83 Batch  107/134 - Train Accuracy:  0.911, Validation Accuracy:  0.905, Loss:  0.061
Epoch  83 Batch  108/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.059
Epoch  83 Batch  109/134 - Train Accuracy:  0.913, Validation Accuracy:  0.906, Loss:  0.057
Epoch  83 Batch  110/134 - Train Accuracy:  0.912, Validation Accuracy:  0.904, Loss:  0.058
Epoch  83 Batch  111/134 - Train Accuracy:  0.901, Validation Accuracy:  0.905, Loss:  0.061
Epoch  83 Batch  112/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.056
Epoch  83 Batch  113/134 - Train Accuracy:  0.914, Validation Accuracy:  0.904, Loss:  0.060
Epoch  83 Batch  114/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.060
Epoch  83 Batch  115/134 - Train Accuracy:  0.907, Validation Accuracy:  0.905, Loss:  0.059
Epoch  83 Batch  116/134 - Train Accuracy:  0.909, Validation Accuracy:  0.905, Loss:  0.061
Epoch  83 Batch  117/134 - Train Accuracy:  0.914, Validation Accuracy:  0.906, Loss:  0.055
Epoch  83 Batch  118/134 - Train Accuracy:  0.901, Validation Accuracy:  0.907, Loss:  0.056
Epoch  83 Batch  119/134 - Train Accuracy:  0.913, Validation Accuracy:  0.909, Loss:  0.052
Epoch  83 Batch  120/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.060
Epoch  83 Batch  121/134 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.055
Epoch  83 Batch  122/134 - Train Accuracy:  0.905, Validation Accuracy:  0.903, Loss:  0.059
Epoch  83 Batch  123/134 - Train Accuracy:  0.917, Validation Accuracy:  0.902, Loss:  0.056
Epoch  83 Batch  124/134 - Train Accuracy:  0.915, Validation Accuracy:  0.902, Loss:  0.050
Epoch  83 Batch  125/134 - Train Accuracy:  0.916, Validation Accuracy:  0.907, Loss:  0.054
Epoch  83 Batch  126/134 - Train Accuracy:  0.898, Validation Accuracy:  0.908, Loss:  0.059
Epoch  83 Batch  127/134 - Train Accuracy:  0.907, Validation Accuracy:  0.906, Loss:  0.056
Epoch  83 Batch  128/134 - Train Accuracy:  0.894, Validation Accuracy:  0.904, Loss:  0.062
Epoch  83 Batch  129/134 - Train Accuracy:  0.907, Validation Accuracy:  0.906, Loss:  0.062
Epoch  83 Batch  130/134 - Train Accuracy:  0.906, Validation Accuracy:  0.907, Loss:  0.055
Epoch  83 Batch  131/134 - Train Accuracy:  0.900, Validation Accuracy:  0.907, Loss:  0.064
Epoch  83 Batch  132/134 - Train Accuracy:  0.909, Validation Accuracy:  0.907, Loss:  0.057
Epoch  84 Batch    0/134 - Train Accuracy:  0.912, Validation Accuracy:  0.905, Loss:  0.059
Epoch  84 Batch    1/134 - Train Accuracy:  0.902, Validation Accuracy:  0.904, Loss:  0.060
Epoch  84 Batch    2/134 - Train Accuracy:  0.909, Validation Accuracy:  0.906, Loss:  0.056
Epoch  84 Batch    3/134 - Train Accuracy:  0.915, Validation Accuracy:  0.906, Loss:  0.058
Epoch  84 Batch    4/134 - Train Accuracy:  0.905, Validation Accuracy:  0.904, Loss:  0.058
Epoch  84 Batch    5/134 - Train Accuracy:  0.910, Validation Accuracy:  0.903, Loss:  0.062
Epoch  84 Batch    6/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.054
Epoch  84 Batch    7/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.057
Epoch  84 Batch    8/134 - Train Accuracy:  0.915, Validation Accuracy:  0.907, Loss:  0.058
Epoch  84 Batch    9/134 - Train Accuracy:  0.913, Validation Accuracy:  0.907, Loss:  0.052
Epoch  84 Batch   10/134 - Train Accuracy:  0.907, Validation Accuracy:  0.906, Loss:  0.059
Epoch  84 Batch   11/134 - Train Accuracy:  0.905, Validation Accuracy:  0.911, Loss:  0.057
Epoch  84 Batch   12/134 - Train Accuracy:  0.917, Validation Accuracy:  0.909, Loss:  0.058
Epoch  84 Batch   13/134 - Train Accuracy:  0.893, Validation Accuracy:  0.909, Loss:  0.062
Epoch  84 Batch   14/134 - Train Accuracy:  0.912, Validation Accuracy:  0.906, Loss:  0.059
Epoch  84 Batch   15/134 - Train Accuracy:  0.912, Validation Accuracy:  0.906, Loss:  0.056
Epoch  84 Batch   16/134 - Train Accuracy:  0.912, Validation Accuracy:  0.910, Loss:  0.054
Epoch  84 Batch   17/134 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.065
Epoch  84 Batch   18/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.055
Epoch  84 Batch   19/134 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.063
Epoch  84 Batch   20/134 - Train Accuracy:  0.910, Validation Accuracy:  0.907, Loss:  0.055
Epoch  84 Batch   21/134 - Train Accuracy:  0.908, Validation Accuracy:  0.907, Loss:  0.058
Epoch  84 Batch   22/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.057
Epoch  84 Batch   23/134 - Train Accuracy:  0.915, Validation Accuracy:  0.906, Loss:  0.053
Epoch  84 Batch   24/134 - Train Accuracy:  0.899, Validation Accuracy:  0.905, Loss:  0.059
Epoch  84 Batch   25/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.053
Epoch  84 Batch   26/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.059
Epoch  84 Batch   27/134 - Train Accuracy:  0.903, Validation Accuracy:  0.907, Loss:  0.057
Epoch  84 Batch   28/134 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.059
Epoch  84 Batch   29/134 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.050
Epoch  84 Batch   30/134 - Train Accuracy:  0.917, Validation Accuracy:  0.908, Loss:  0.055
Epoch  84 Batch   31/134 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.058
Epoch  84 Batch   32/134 - Train Accuracy:  0.910, Validation Accuracy:  0.909, Loss:  0.057
Epoch  84 Batch   33/134 - Train Accuracy:  0.896, Validation Accuracy:  0.905, Loss:  0.065
Epoch  84 Batch   34/134 - Train Accuracy:  0.898, Validation Accuracy:  0.907, Loss:  0.062
Epoch  84 Batch   35/134 - Train Accuracy:  0.906, Validation Accuracy:  0.907, Loss:  0.061
Epoch  84 Batch   36/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.059
Epoch  84 Batch   37/134 - Train Accuracy:  0.906, Validation Accuracy:  0.910, Loss:  0.059
Epoch  84 Batch   38/134 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.055
Epoch  84 Batch   39/134 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.058
Epoch  84 Batch   40/134 - Train Accuracy:  0.912, Validation Accuracy:  0.905, Loss:  0.058
Epoch  84 Batch   41/134 - Train Accuracy:  0.905, Validation Accuracy:  0.904, Loss:  0.066
Epoch  84 Batch   42/134 - Train Accuracy:  0.913, Validation Accuracy:  0.905, Loss:  0.056
Epoch  84 Batch   43/134 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.060
Epoch  84 Batch   44/134 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.057
Epoch  84 Batch   45/134 - Train Accuracy:  0.912, Validation Accuracy:  0.903, Loss:  0.054
Epoch  84 Batch   46/134 - Train Accuracy:  0.914, Validation Accuracy:  0.904, Loss:  0.058
Epoch  84 Batch   47/134 - Train Accuracy:  0.897, Validation Accuracy:  0.907, Loss:  0.059
Epoch  84 Batch   48/134 - Train Accuracy:  0.912, Validation Accuracy:  0.908, Loss:  0.059
Epoch  84 Batch   49/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.057
Epoch  84 Batch   50/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.061
Epoch  84 Batch   51/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.058
Epoch  84 Batch   52/134 - Train Accuracy:  0.909, Validation Accuracy:  0.904, Loss:  0.057
Epoch  84 Batch   53/134 - Train Accuracy:  0.915, Validation Accuracy:  0.906, Loss:  0.056
Epoch  84 Batch   54/134 - Train Accuracy:  0.891, Validation Accuracy:  0.907, Loss:  0.059
Epoch  84 Batch   55/134 - Train Accuracy:  0.905, Validation Accuracy:  0.905, Loss:  0.062
Epoch  84 Batch   56/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.058
Epoch  84 Batch   57/134 - Train Accuracy:  0.911, Validation Accuracy:  0.907, Loss:  0.059
Epoch  84 Batch   58/134 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.056
Epoch  84 Batch   59/134 - Train Accuracy:  0.903, Validation Accuracy:  0.908, Loss:  0.059
Epoch  84 Batch   60/134 - Train Accuracy:  0.915, Validation Accuracy:  0.908, Loss:  0.054
Epoch  84 Batch   61/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.053
Epoch  84 Batch   62/134 - Train Accuracy:  0.902, Validation Accuracy:  0.908, Loss:  0.057
Epoch  84 Batch   63/134 - Train Accuracy:  0.909, Validation Accuracy:  0.905, Loss:  0.056
Epoch  84 Batch   64/134 - Train Accuracy:  0.907, Validation Accuracy:  0.906, Loss:  0.060
Epoch  84 Batch   65/134 - Train Accuracy:  0.892, Validation Accuracy:  0.908, Loss:  0.059
Epoch  84 Batch   66/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.053
Epoch  84 Batch   67/134 - Train Accuracy:  0.894, Validation Accuracy:  0.907, Loss:  0.060
Epoch  84 Batch   68/134 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.060
Epoch  84 Batch   69/134 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.061
Epoch  84 Batch   70/134 - Train Accuracy:  0.910, Validation Accuracy:  0.907, Loss:  0.058
Epoch  84 Batch   71/134 - Train Accuracy:  0.918, Validation Accuracy:  0.909, Loss:  0.050
Epoch  84 Batch   72/134 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.056
Epoch  84 Batch   73/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.059
Epoch  84 Batch   74/134 - Train Accuracy:  0.898, Validation Accuracy:  0.908, Loss:  0.064
Epoch  84 Batch   75/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.060
Epoch  84 Batch   76/134 - Train Accuracy:  0.914, Validation Accuracy:  0.909, Loss:  0.056
Epoch  84 Batch   77/134 - Train Accuracy:  0.903, Validation Accuracy:  0.911, Loss:  0.056
Epoch  84 Batch   78/134 - Train Accuracy:  0.904, Validation Accuracy:  0.908, Loss:  0.058
Epoch  84 Batch   79/134 - Train Accuracy:  0.901, Validation Accuracy:  0.908, Loss:  0.056
Epoch  84 Batch   80/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.057
Epoch  84 Batch   81/134 - Train Accuracy:  0.918, Validation Accuracy:  0.911, Loss:  0.059
Epoch  84 Batch   82/134 - Train Accuracy:  0.908, Validation Accuracy:  0.909, Loss:  0.054
Epoch  84 Batch   83/134 - Train Accuracy:  0.906, Validation Accuracy:  0.909, Loss:  0.058
Epoch  84 Batch   84/134 - Train Accuracy:  0.901, Validation Accuracy:  0.910, Loss:  0.056
Epoch  84 Batch   85/134 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.060
Epoch  84 Batch   86/134 - Train Accuracy:  0.913, Validation Accuracy:  0.908, Loss:  0.056
Epoch  84 Batch   87/134 - Train Accuracy:  0.903, Validation Accuracy:  0.908, Loss:  0.065
Epoch  84 Batch   88/134 - Train Accuracy:  0.912, Validation Accuracy:  0.910, Loss:  0.053
Epoch  84 Batch   89/134 - Train Accuracy:  0.912, Validation Accuracy:  0.912, Loss:  0.056
Epoch  84 Batch   90/134 - Train Accuracy:  0.903, Validation Accuracy:  0.913, Loss:  0.058
Epoch  84 Batch   91/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.048
Epoch  84 Batch   92/134 - Train Accuracy:  0.914, Validation Accuracy:  0.911, Loss:  0.055
Epoch  84 Batch   93/134 - Train Accuracy:  0.909, Validation Accuracy:  0.912, Loss:  0.058
Epoch  84 Batch   94/134 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.057
Epoch  84 Batch   95/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.055
Epoch  84 Batch   96/134 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.054
Epoch  84 Batch   97/134 - Train Accuracy:  0.903, Validation Accuracy:  0.912, Loss:  0.057
Epoch  84 Batch   98/134 - Train Accuracy:  0.900, Validation Accuracy:  0.910, Loss:  0.059
Epoch  84 Batch   99/134 - Train Accuracy:  0.906, Validation Accuracy:  0.907, Loss:  0.058
Epoch  84 Batch  100/134 - Train Accuracy:  0.902, Validation Accuracy:  0.906, Loss:  0.060
Epoch  84 Batch  101/134 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.060
Epoch  84 Batch  102/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.059
Epoch  84 Batch  103/134 - Train Accuracy:  0.905, Validation Accuracy:  0.904, Loss:  0.055
Epoch  84 Batch  104/134 - Train Accuracy:  0.916, Validation Accuracy:  0.905, Loss:  0.056
Epoch  84 Batch  105/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.061
Epoch  84 Batch  106/134 - Train Accuracy:  0.899, Validation Accuracy:  0.907, Loss:  0.058
Epoch  84 Batch  107/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.059
Epoch  84 Batch  108/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.058
Epoch  84 Batch  109/134 - Train Accuracy:  0.913, Validation Accuracy:  0.905, Loss:  0.055
Epoch  84 Batch  110/134 - Train Accuracy:  0.914, Validation Accuracy:  0.905, Loss:  0.057
Epoch  84 Batch  111/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.059
Epoch  84 Batch  112/134 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.054
Epoch  84 Batch  113/134 - Train Accuracy:  0.915, Validation Accuracy:  0.905, Loss:  0.059
Epoch  84 Batch  114/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.059
Epoch  84 Batch  115/134 - Train Accuracy:  0.908, Validation Accuracy:  0.907, Loss:  0.057
Epoch  84 Batch  116/134 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.060
Epoch  84 Batch  117/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.053
Epoch  84 Batch  118/134 - Train Accuracy:  0.904, Validation Accuracy:  0.909, Loss:  0.054
Epoch  84 Batch  119/134 - Train Accuracy:  0.915, Validation Accuracy:  0.910, Loss:  0.051
Epoch  84 Batch  120/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.058
Epoch  84 Batch  121/134 - Train Accuracy:  0.912, Validation Accuracy:  0.905, Loss:  0.053
Epoch  84 Batch  122/134 - Train Accuracy:  0.908, Validation Accuracy:  0.905, Loss:  0.057
Epoch  84 Batch  123/134 - Train Accuracy:  0.918, Validation Accuracy:  0.905, Loss:  0.054
Epoch  84 Batch  124/134 - Train Accuracy:  0.917, Validation Accuracy:  0.906, Loss:  0.049
Epoch  84 Batch  125/134 - Train Accuracy:  0.920, Validation Accuracy:  0.907, Loss:  0.052
Epoch  84 Batch  126/134 - Train Accuracy:  0.900, Validation Accuracy:  0.906, Loss:  0.057
Epoch  84 Batch  127/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.054
Epoch  84 Batch  128/134 - Train Accuracy:  0.895, Validation Accuracy:  0.904, Loss:  0.060
Epoch  84 Batch  129/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.060
Epoch  84 Batch  130/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.054
Epoch  84 Batch  131/134 - Train Accuracy:  0.899, Validation Accuracy:  0.908, Loss:  0.062
Epoch  84 Batch  132/134 - Train Accuracy:  0.912, Validation Accuracy:  0.906, Loss:  0.055
Epoch  85 Batch    0/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.057
Epoch  85 Batch    1/134 - Train Accuracy:  0.904, Validation Accuracy:  0.906, Loss:  0.058
Epoch  85 Batch    2/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.054
Epoch  85 Batch    3/134 - Train Accuracy:  0.917, Validation Accuracy:  0.907, Loss:  0.056
Epoch  85 Batch    4/134 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.056
Epoch  85 Batch    5/134 - Train Accuracy:  0.912, Validation Accuracy:  0.904, Loss:  0.061
Epoch  85 Batch    6/134 - Train Accuracy:  0.906, Validation Accuracy:  0.907, Loss:  0.053
Epoch  85 Batch    7/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.055
Epoch  85 Batch    8/134 - Train Accuracy:  0.914, Validation Accuracy:  0.906, Loss:  0.056
Epoch  85 Batch    9/134 - Train Accuracy:  0.914, Validation Accuracy:  0.907, Loss:  0.050
Epoch  85 Batch   10/134 - Train Accuracy:  0.908, Validation Accuracy:  0.909, Loss:  0.058
Epoch  85 Batch   11/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.055
Epoch  85 Batch   12/134 - Train Accuracy:  0.919, Validation Accuracy:  0.911, Loss:  0.056
Epoch  85 Batch   13/134 - Train Accuracy:  0.893, Validation Accuracy:  0.908, Loss:  0.060
Epoch  85 Batch   14/134 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.058
Epoch  85 Batch   15/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.054
Epoch  85 Batch   16/134 - Train Accuracy:  0.912, Validation Accuracy:  0.911, Loss:  0.052
Epoch  85 Batch   17/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.064
Epoch  85 Batch   18/134 - Train Accuracy:  0.909, Validation Accuracy:  0.906, Loss:  0.053
Epoch  85 Batch   19/134 - Train Accuracy:  0.902, Validation Accuracy:  0.909, Loss:  0.061
Epoch  85 Batch   20/134 - Train Accuracy:  0.910, Validation Accuracy:  0.908, Loss:  0.054
Epoch  85 Batch   21/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.057
Epoch  85 Batch   22/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.055
Epoch  85 Batch   23/134 - Train Accuracy:  0.917, Validation Accuracy:  0.907, Loss:  0.052
Epoch  85 Batch   24/134 - Train Accuracy:  0.901, Validation Accuracy:  0.908, Loss:  0.058
Epoch  85 Batch   25/134 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.052
Epoch  85 Batch   26/134 - Train Accuracy:  0.903, Validation Accuracy:  0.906, Loss:  0.057
Epoch  85 Batch   27/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.056
Epoch  85 Batch   28/134 - Train Accuracy:  0.912, Validation Accuracy:  0.910, Loss:  0.058
Epoch  85 Batch   29/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.048
Epoch  85 Batch   30/134 - Train Accuracy:  0.916, Validation Accuracy:  0.909, Loss:  0.054
Epoch  85 Batch   31/134 - Train Accuracy:  0.906, Validation Accuracy:  0.909, Loss:  0.056
Epoch  85 Batch   32/134 - Train Accuracy:  0.910, Validation Accuracy:  0.909, Loss:  0.056
Epoch  85 Batch   33/134 - Train Accuracy:  0.899, Validation Accuracy:  0.908, Loss:  0.063
Epoch  85 Batch   34/134 - Train Accuracy:  0.901, Validation Accuracy:  0.908, Loss:  0.061
Epoch  85 Batch   35/134 - Train Accuracy:  0.906, Validation Accuracy:  0.909, Loss:  0.059
Epoch  85 Batch   36/134 - Train Accuracy:  0.909, Validation Accuracy:  0.912, Loss:  0.057
Epoch  85 Batch   37/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.057
Epoch  85 Batch   38/134 - Train Accuracy:  0.914, Validation Accuracy:  0.909, Loss:  0.054
Epoch  85 Batch   39/134 - Train Accuracy:  0.910, Validation Accuracy:  0.908, Loss:  0.057
Epoch  85 Batch   40/134 - Train Accuracy:  0.914, Validation Accuracy:  0.907, Loss:  0.056
Epoch  85 Batch   41/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.065
Epoch  85 Batch   42/134 - Train Accuracy:  0.913, Validation Accuracy:  0.906, Loss:  0.054
Epoch  85 Batch   43/134 - Train Accuracy:  0.905, Validation Accuracy:  0.905, Loss:  0.058
Epoch  85 Batch   44/134 - Train Accuracy:  0.907, Validation Accuracy:  0.903, Loss:  0.056
Epoch  85 Batch   45/134 - Train Accuracy:  0.914, Validation Accuracy:  0.905, Loss:  0.052
Epoch  85 Batch   46/134 - Train Accuracy:  0.916, Validation Accuracy:  0.906, Loss:  0.057
Epoch  85 Batch   47/134 - Train Accuracy:  0.898, Validation Accuracy:  0.907, Loss:  0.057
Epoch  85 Batch   48/134 - Train Accuracy:  0.914, Validation Accuracy:  0.909, Loss:  0.057
Epoch  85 Batch   49/134 - Train Accuracy:  0.913, Validation Accuracy:  0.909, Loss:  0.056
Epoch  85 Batch   50/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.059
Epoch  85 Batch   51/134 - Train Accuracy:  0.904, Validation Accuracy:  0.905, Loss:  0.057
Epoch  85 Batch   52/134 - Train Accuracy:  0.912, Validation Accuracy:  0.905, Loss:  0.055
Epoch  85 Batch   53/134 - Train Accuracy:  0.916, Validation Accuracy:  0.909, Loss:  0.054
Epoch  85 Batch   54/134 - Train Accuracy:  0.890, Validation Accuracy:  0.910, Loss:  0.057
Epoch  85 Batch   55/134 - Train Accuracy:  0.906, Validation Accuracy:  0.907, Loss:  0.060
Epoch  85 Batch   56/134 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.056
Epoch  85 Batch   57/134 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.058
Epoch  85 Batch   58/134 - Train Accuracy:  0.907, Validation Accuracy:  0.906, Loss:  0.055
Epoch  85 Batch   59/134 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.057
Epoch  85 Batch   60/134 - Train Accuracy:  0.915, Validation Accuracy:  0.908, Loss:  0.052
Epoch  85 Batch   61/134 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.051
Epoch  85 Batch   62/134 - Train Accuracy:  0.901, Validation Accuracy:  0.907, Loss:  0.056
Epoch  85 Batch   63/134 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.055
Epoch  85 Batch   64/134 - Train Accuracy:  0.907, Validation Accuracy:  0.909, Loss:  0.059
Epoch  85 Batch   65/134 - Train Accuracy:  0.896, Validation Accuracy:  0.911, Loss:  0.057
Epoch  85 Batch   66/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.052
Epoch  85 Batch   67/134 - Train Accuracy:  0.892, Validation Accuracy:  0.907, Loss:  0.058
Epoch  85 Batch   68/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.059
Epoch  85 Batch   69/134 - Train Accuracy:  0.904, Validation Accuracy:  0.909, Loss:  0.060
Epoch  85 Batch   70/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.056
Epoch  85 Batch   71/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.049
Epoch  85 Batch   72/134 - Train Accuracy:  0.907, Validation Accuracy:  0.909, Loss:  0.054
Epoch  85 Batch   73/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.057
Epoch  85 Batch   74/134 - Train Accuracy:  0.898, Validation Accuracy:  0.909, Loss:  0.062
Epoch  85 Batch   75/134 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.058
Epoch  85 Batch   76/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.054
Epoch  85 Batch   77/134 - Train Accuracy:  0.905, Validation Accuracy:  0.912, Loss:  0.054
Epoch  85 Batch   78/134 - Train Accuracy:  0.904, Validation Accuracy:  0.909, Loss:  0.056
Epoch  85 Batch   79/134 - Train Accuracy:  0.901, Validation Accuracy:  0.911, Loss:  0.054
Epoch  85 Batch   80/134 - Train Accuracy:  0.918, Validation Accuracy:  0.913, Loss:  0.056
Epoch  85 Batch   81/134 - Train Accuracy:  0.920, Validation Accuracy:  0.911, Loss:  0.057
Epoch  85 Batch   82/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.053
Epoch  85 Batch   83/134 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.057
Epoch  85 Batch   84/134 - Train Accuracy:  0.900, Validation Accuracy:  0.907, Loss:  0.054
Epoch  85 Batch   85/134 - Train Accuracy:  0.905, Validation Accuracy:  0.909, Loss:  0.058
Epoch  85 Batch   86/134 - Train Accuracy:  0.914, Validation Accuracy:  0.910, Loss:  0.054
Epoch  85 Batch   87/134 - Train Accuracy:  0.906, Validation Accuracy:  0.912, Loss:  0.063
Epoch  85 Batch   88/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.051
Epoch  85 Batch   89/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.054
Epoch  85 Batch   90/134 - Train Accuracy:  0.904, Validation Accuracy:  0.914, Loss:  0.056
Epoch  85 Batch   91/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.047
Epoch  85 Batch   92/134 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.053
Epoch  85 Batch   93/134 - Train Accuracy:  0.910, Validation Accuracy:  0.914, Loss:  0.056
Epoch  85 Batch   94/134 - Train Accuracy:  0.905, Validation Accuracy:  0.909, Loss:  0.055
Epoch  85 Batch   95/134 - Train Accuracy:  0.912, Validation Accuracy:  0.911, Loss:  0.054
Epoch  85 Batch   96/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.053
Epoch  85 Batch   97/134 - Train Accuracy:  0.904, Validation Accuracy:  0.911, Loss:  0.055
Epoch  85 Batch   98/134 - Train Accuracy:  0.899, Validation Accuracy:  0.908, Loss:  0.057
Epoch  85 Batch   99/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.056
Epoch  85 Batch  100/134 - Train Accuracy:  0.905, Validation Accuracy:  0.909, Loss:  0.058
Epoch  85 Batch  101/134 - Train Accuracy:  0.910, Validation Accuracy:  0.908, Loss:  0.058
Epoch  85 Batch  102/134 - Train Accuracy:  0.905, Validation Accuracy:  0.905, Loss:  0.057
Epoch  85 Batch  103/134 - Train Accuracy:  0.906, Validation Accuracy:  0.905, Loss:  0.054
Epoch  85 Batch  104/134 - Train Accuracy:  0.915, Validation Accuracy:  0.907, Loss:  0.055
Epoch  85 Batch  105/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.059
Epoch  85 Batch  106/134 - Train Accuracy:  0.897, Validation Accuracy:  0.907, Loss:  0.057
Epoch  85 Batch  107/134 - Train Accuracy:  0.915, Validation Accuracy:  0.908, Loss:  0.057
Epoch  85 Batch  108/134 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.056
Epoch  85 Batch  109/134 - Train Accuracy:  0.915, Validation Accuracy:  0.906, Loss:  0.054
Epoch  85 Batch  110/134 - Train Accuracy:  0.917, Validation Accuracy:  0.907, Loss:  0.055
Epoch  85 Batch  111/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.057
Epoch  85 Batch  112/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.053
Epoch  85 Batch  113/134 - Train Accuracy:  0.916, Validation Accuracy:  0.908, Loss:  0.057
Epoch  85 Batch  114/134 - Train Accuracy:  0.906, Validation Accuracy:  0.909, Loss:  0.057
Epoch  85 Batch  115/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.056
Epoch  85 Batch  116/134 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.058
Epoch  85 Batch  117/134 - Train Accuracy:  0.914, Validation Accuracy:  0.909, Loss:  0.051
Epoch  85 Batch  118/134 - Train Accuracy:  0.908, Validation Accuracy:  0.909, Loss:  0.053
Epoch  85 Batch  119/134 - Train Accuracy:  0.917, Validation Accuracy:  0.909, Loss:  0.049
Epoch  85 Batch  120/134 - Train Accuracy:  0.913, Validation Accuracy:  0.905, Loss:  0.057
Epoch  85 Batch  121/134 - Train Accuracy:  0.912, Validation Accuracy:  0.906, Loss:  0.052
Epoch  85 Batch  122/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.056
Epoch  85 Batch  123/134 - Train Accuracy:  0.920, Validation Accuracy:  0.906, Loss:  0.053
Epoch  85 Batch  124/134 - Train Accuracy:  0.918, Validation Accuracy:  0.907, Loss:  0.048
Epoch  85 Batch  125/134 - Train Accuracy:  0.918, Validation Accuracy:  0.909, Loss:  0.051
Epoch  85 Batch  126/134 - Train Accuracy:  0.903, Validation Accuracy:  0.909, Loss:  0.056
Epoch  85 Batch  127/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.053
Epoch  85 Batch  128/134 - Train Accuracy:  0.898, Validation Accuracy:  0.906, Loss:  0.059
Epoch  85 Batch  129/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.058
Epoch  85 Batch  130/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.052
Epoch  85 Batch  131/134 - Train Accuracy:  0.901, Validation Accuracy:  0.908, Loss:  0.060
Epoch  85 Batch  132/134 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.053
Epoch  86 Batch    0/134 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.055
Epoch  86 Batch    1/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.057
Epoch  86 Batch    2/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.052
Epoch  86 Batch    3/134 - Train Accuracy:  0.919, Validation Accuracy:  0.908, Loss:  0.055
Epoch  86 Batch    4/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.055
Epoch  86 Batch    5/134 - Train Accuracy:  0.914, Validation Accuracy:  0.906, Loss:  0.059
Epoch  86 Batch    6/134 - Train Accuracy:  0.908, Validation Accuracy:  0.909, Loss:  0.051
Epoch  86 Batch    7/134 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.053
Epoch  86 Batch    8/134 - Train Accuracy:  0.914, Validation Accuracy:  0.906, Loss:  0.055
Epoch  86 Batch    9/134 - Train Accuracy:  0.915, Validation Accuracy:  0.907, Loss:  0.049
Epoch  86 Batch   10/134 - Train Accuracy:  0.910, Validation Accuracy:  0.911, Loss:  0.056
Epoch  86 Batch   11/134 - Train Accuracy:  0.912, Validation Accuracy:  0.914, Loss:  0.053
Epoch  86 Batch   12/134 - Train Accuracy:  0.918, Validation Accuracy:  0.910, Loss:  0.055
Epoch  86 Batch   13/134 - Train Accuracy:  0.891, Validation Accuracy:  0.906, Loss:  0.059
Epoch  86 Batch   14/134 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.057
Epoch  86 Batch   15/134 - Train Accuracy:  0.916, Validation Accuracy:  0.912, Loss:  0.053
Epoch  86 Batch   16/134 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.051
Epoch  86 Batch   17/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.062
Epoch  86 Batch   18/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.052
Epoch  86 Batch   19/134 - Train Accuracy:  0.902, Validation Accuracy:  0.909, Loss:  0.059
Epoch  86 Batch   20/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.053
Epoch  86 Batch   21/134 - Train Accuracy:  0.907, Validation Accuracy:  0.911, Loss:  0.055
Epoch  86 Batch   22/134 - Train Accuracy:  0.910, Validation Accuracy:  0.909, Loss:  0.054
Epoch  86 Batch   23/134 - Train Accuracy:  0.919, Validation Accuracy:  0.908, Loss:  0.050
Epoch  86 Batch   24/134 - Train Accuracy:  0.899, Validation Accuracy:  0.908, Loss:  0.056
Epoch  86 Batch   25/134 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.050
Epoch  86 Batch   26/134 - Train Accuracy:  0.904, Validation Accuracy:  0.907, Loss:  0.056
Epoch  86 Batch   27/134 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.054
Epoch  86 Batch   28/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.056
Epoch  86 Batch   29/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.047
Epoch  86 Batch   30/134 - Train Accuracy:  0.915, Validation Accuracy:  0.910, Loss:  0.052
Epoch  86 Batch   31/134 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.055
Epoch  86 Batch   32/134 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.054
Epoch  86 Batch   33/134 - Train Accuracy:  0.900, Validation Accuracy:  0.908, Loss:  0.062
Epoch  86 Batch   34/134 - Train Accuracy:  0.902, Validation Accuracy:  0.910, Loss:  0.059
Epoch  86 Batch   35/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.058
Epoch  86 Batch   36/134 - Train Accuracy:  0.910, Validation Accuracy:  0.915, Loss:  0.055
Epoch  86 Batch   37/134 - Train Accuracy:  0.910, Validation Accuracy:  0.911, Loss:  0.055
Epoch  86 Batch   38/134 - Train Accuracy:  0.914, Validation Accuracy:  0.909, Loss:  0.053
Epoch  86 Batch   39/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.055
Epoch  86 Batch   40/134 - Train Accuracy:  0.914, Validation Accuracy:  0.908, Loss:  0.055
Epoch  86 Batch   41/134 - Train Accuracy:  0.909, Validation Accuracy:  0.906, Loss:  0.063
Epoch  86 Batch   42/134 - Train Accuracy:  0.913, Validation Accuracy:  0.906, Loss:  0.052
Epoch  86 Batch   43/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.057
Epoch  86 Batch   44/134 - Train Accuracy:  0.907, Validation Accuracy:  0.906, Loss:  0.054
Epoch  86 Batch   45/134 - Train Accuracy:  0.915, Validation Accuracy:  0.907, Loss:  0.051
Epoch  86 Batch   46/134 - Train Accuracy:  0.914, Validation Accuracy:  0.908, Loss:  0.055
Epoch  86 Batch   47/134 - Train Accuracy:  0.897, Validation Accuracy:  0.908, Loss:  0.055
Epoch  86 Batch   48/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.056
Epoch  86 Batch   49/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.054
Epoch  86 Batch   50/134 - Train Accuracy:  0.905, Validation Accuracy:  0.907, Loss:  0.057
Epoch  86 Batch   51/134 - Train Accuracy:  0.902, Validation Accuracy:  0.907, Loss:  0.056
Epoch  86 Batch   52/134 - Train Accuracy:  0.915, Validation Accuracy:  0.909, Loss:  0.054
Epoch  86 Batch   53/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.052
Epoch  86 Batch   54/134 - Train Accuracy:  0.894, Validation Accuracy:  0.912, Loss:  0.056
Epoch  86 Batch   55/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.059
Epoch  86 Batch   56/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.054
Epoch  86 Batch   57/134 - Train Accuracy:  0.912, Validation Accuracy:  0.908, Loss:  0.056
Epoch  86 Batch   58/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.053
Epoch  86 Batch   59/134 - Train Accuracy:  0.906, Validation Accuracy:  0.909, Loss:  0.056
Epoch  86 Batch   60/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.051
Epoch  86 Batch   61/134 - Train Accuracy:  0.907, Validation Accuracy:  0.909, Loss:  0.050
Epoch  86 Batch   62/134 - Train Accuracy:  0.900, Validation Accuracy:  0.907, Loss:  0.054
Epoch  86 Batch   63/134 - Train Accuracy:  0.910, Validation Accuracy:  0.908, Loss:  0.053
Epoch  86 Batch   64/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.057
Epoch  86 Batch   65/134 - Train Accuracy:  0.896, Validation Accuracy:  0.911, Loss:  0.056
Epoch  86 Batch   66/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.051
Epoch  86 Batch   67/134 - Train Accuracy:  0.891, Validation Accuracy:  0.908, Loss:  0.056
Epoch  86 Batch   68/134 - Train Accuracy:  0.910, Validation Accuracy:  0.909, Loss:  0.058
Epoch  86 Batch   69/134 - Train Accuracy:  0.904, Validation Accuracy:  0.910, Loss:  0.058
Epoch  86 Batch   70/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.055
Epoch  86 Batch   71/134 - Train Accuracy:  0.921, Validation Accuracy:  0.911, Loss:  0.047
Epoch  86 Batch   72/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.053
Epoch  86 Batch   73/134 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.056
Epoch  86 Batch   74/134 - Train Accuracy:  0.898, Validation Accuracy:  0.910, Loss:  0.060
Epoch  86 Batch   75/134 - Train Accuracy:  0.911, Validation Accuracy:  0.911, Loss:  0.057
Epoch  86 Batch   76/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.052
Epoch  86 Batch   77/134 - Train Accuracy:  0.906, Validation Accuracy:  0.911, Loss:  0.053
Epoch  86 Batch   78/134 - Train Accuracy:  0.906, Validation Accuracy:  0.910, Loss:  0.055
Epoch  86 Batch   79/134 - Train Accuracy:  0.904, Validation Accuracy:  0.912, Loss:  0.053
Epoch  86 Batch   80/134 - Train Accuracy:  0.918, Validation Accuracy:  0.913, Loss:  0.055
Epoch  86 Batch   81/134 - Train Accuracy:  0.918, Validation Accuracy:  0.910, Loss:  0.055
Epoch  86 Batch   82/134 - Train Accuracy:  0.912, Validation Accuracy:  0.910, Loss:  0.052
Epoch  86 Batch   83/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.055
Epoch  86 Batch   84/134 - Train Accuracy:  0.900, Validation Accuracy:  0.908, Loss:  0.053
Epoch  86 Batch   85/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.056
Epoch  86 Batch   86/134 - Train Accuracy:  0.915, Validation Accuracy:  0.911, Loss:  0.053
Epoch  86 Batch   87/134 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.062
Epoch  86 Batch   88/134 - Train Accuracy:  0.913, Validation Accuracy:  0.913, Loss:  0.050
Epoch  86 Batch   89/134 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.053
Epoch  86 Batch   90/134 - Train Accuracy:  0.905, Validation Accuracy:  0.913, Loss:  0.055
Epoch  86 Batch   91/134 - Train Accuracy:  0.919, Validation Accuracy:  0.913, Loss:  0.045
Epoch  86 Batch   92/134 - Train Accuracy:  0.919, Validation Accuracy:  0.913, Loss:  0.052
Epoch  86 Batch   93/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.055
Epoch  86 Batch   94/134 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.053
Epoch  86 Batch   95/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.053
Epoch  86 Batch   96/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.051
Epoch  86 Batch   97/134 - Train Accuracy:  0.904, Validation Accuracy:  0.910, Loss:  0.054
Epoch  86 Batch   98/134 - Train Accuracy:  0.899, Validation Accuracy:  0.910, Loss:  0.056
Epoch  86 Batch   99/134 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.055
Epoch  86 Batch  100/134 - Train Accuracy:  0.906, Validation Accuracy:  0.910, Loss:  0.057
Epoch  86 Batch  101/134 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.057
Epoch  86 Batch  102/134 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.055
Epoch  86 Batch  103/134 - Train Accuracy:  0.906, Validation Accuracy:  0.907, Loss:  0.052
Epoch  86 Batch  104/134 - Train Accuracy:  0.915, Validation Accuracy:  0.909, Loss:  0.053
Epoch  86 Batch  105/134 - Train Accuracy:  0.908, Validation Accuracy:  0.909, Loss:  0.058
Epoch  86 Batch  106/134 - Train Accuracy:  0.900, Validation Accuracy:  0.911, Loss:  0.055
Epoch  86 Batch  107/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.056
Epoch  86 Batch  108/134 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.054
Epoch  86 Batch  109/134 - Train Accuracy:  0.915, Validation Accuracy:  0.909, Loss:  0.052
Epoch  86 Batch  110/134 - Train Accuracy:  0.919, Validation Accuracy:  0.910, Loss:  0.053
Epoch  86 Batch  111/134 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.056
Epoch  86 Batch  112/134 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.051
Epoch  86 Batch  113/134 - Train Accuracy:  0.917, Validation Accuracy:  0.908, Loss:  0.056
Epoch  86 Batch  114/134 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.055
Epoch  86 Batch  115/134 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.054
Epoch  86 Batch  116/134 - Train Accuracy:  0.913, Validation Accuracy:  0.909, Loss:  0.056
Epoch  86 Batch  117/134 - Train Accuracy:  0.916, Validation Accuracy:  0.910, Loss:  0.050
Epoch  86 Batch  118/134 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.052
Epoch  86 Batch  119/134 - Train Accuracy:  0.918, Validation Accuracy:  0.910, Loss:  0.048
Epoch  86 Batch  120/134 - Train Accuracy:  0.912, Validation Accuracy:  0.908, Loss:  0.055
Epoch  86 Batch  121/134 - Train Accuracy:  0.912, Validation Accuracy:  0.910, Loss:  0.050
Epoch  86 Batch  122/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.054
Epoch  86 Batch  123/134 - Train Accuracy:  0.920, Validation Accuracy:  0.909, Loss:  0.051
Epoch  86 Batch  124/134 - Train Accuracy:  0.917, Validation Accuracy:  0.907, Loss:  0.047
Epoch  86 Batch  125/134 - Train Accuracy:  0.919, Validation Accuracy:  0.911, Loss:  0.049
Epoch  86 Batch  126/134 - Train Accuracy:  0.903, Validation Accuracy:  0.911, Loss:  0.054
Epoch  86 Batch  127/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.051
Epoch  86 Batch  128/134 - Train Accuracy:  0.899, Validation Accuracy:  0.909, Loss:  0.057
Epoch  86 Batch  129/134 - Train Accuracy:  0.913, Validation Accuracy:  0.909, Loss:  0.057
Epoch  86 Batch  130/134 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.051
Epoch  86 Batch  131/134 - Train Accuracy:  0.904, Validation Accuracy:  0.910, Loss:  0.059
Epoch  86 Batch  132/134 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.052
Epoch  87 Batch    0/134 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.054
Epoch  87 Batch    1/134 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.055
Epoch  87 Batch    2/134 - Train Accuracy:  0.917, Validation Accuracy:  0.908, Loss:  0.051
Epoch  87 Batch    3/134 - Train Accuracy:  0.919, Validation Accuracy:  0.908, Loss:  0.053
Epoch  87 Batch    4/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.053
Epoch  87 Batch    5/134 - Train Accuracy:  0.915, Validation Accuracy:  0.910, Loss:  0.058
Epoch  87 Batch    6/134 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.049
Epoch  87 Batch    7/134 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.052
Epoch  87 Batch    8/134 - Train Accuracy:  0.917, Validation Accuracy:  0.909, Loss:  0.053
Epoch  87 Batch    9/134 - Train Accuracy:  0.916, Validation Accuracy:  0.909, Loss:  0.048
Epoch  87 Batch   10/134 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.055
Epoch  87 Batch   11/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.052
Epoch  87 Batch   12/134 - Train Accuracy:  0.917, Validation Accuracy:  0.910, Loss:  0.053
Epoch  87 Batch   13/134 - Train Accuracy:  0.893, Validation Accuracy:  0.908, Loss:  0.057
Epoch  87 Batch   14/134 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.055
Epoch  87 Batch   15/134 - Train Accuracy:  0.918, Validation Accuracy:  0.914, Loss:  0.051
Epoch  87 Batch   16/134 - Train Accuracy:  0.914, Validation Accuracy:  0.914, Loss:  0.049
Epoch  87 Batch   17/134 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.061
Epoch  87 Batch   18/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.050
Epoch  87 Batch   19/134 - Train Accuracy:  0.903, Validation Accuracy:  0.911, Loss:  0.058
Epoch  87 Batch   20/134 - Train Accuracy:  0.912, Validation Accuracy:  0.911, Loss:  0.051
Epoch  87 Batch   21/134 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.054
Epoch  87 Batch   22/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.052
Epoch  87 Batch   23/134 - Train Accuracy:  0.916, Validation Accuracy:  0.908, Loss:  0.049
Epoch  87 Batch   24/134 - Train Accuracy:  0.900, Validation Accuracy:  0.909, Loss:  0.055
Epoch  87 Batch   25/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.048
Epoch  87 Batch   26/134 - Train Accuracy:  0.904, Validation Accuracy:  0.910, Loss:  0.055
Epoch  87 Batch   27/134 - Train Accuracy:  0.908, Validation Accuracy:  0.913, Loss:  0.052
Epoch  87 Batch   28/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.055
Epoch  87 Batch   29/134 - Train Accuracy:  0.918, Validation Accuracy:  0.911, Loss:  0.045
Epoch  87 Batch   30/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.051
Epoch  87 Batch   31/134 - Train Accuracy:  0.907, Validation Accuracy:  0.912, Loss:  0.053
Epoch  87 Batch   32/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.053
Epoch  87 Batch   33/134 - Train Accuracy:  0.900, Validation Accuracy:  0.910, Loss:  0.060
Epoch  87 Batch   34/134 - Train Accuracy:  0.904, Validation Accuracy:  0.913, Loss:  0.058
Epoch  87 Batch   35/134 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.056
Epoch  87 Batch   36/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.053
Epoch  87 Batch   37/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.054
Epoch  87 Batch   38/134 - Train Accuracy:  0.918, Validation Accuracy:  0.909, Loss:  0.051
Epoch  87 Batch   39/134 - Train Accuracy:  0.911, Validation Accuracy:  0.911, Loss:  0.054
Epoch  87 Batch   40/134 - Train Accuracy:  0.915, Validation Accuracy:  0.909, Loss:  0.053
Epoch  87 Batch   41/134 - Train Accuracy:  0.909, Validation Accuracy:  0.908, Loss:  0.062
Epoch  87 Batch   42/134 - Train Accuracy:  0.914, Validation Accuracy:  0.908, Loss:  0.051
Epoch  87 Batch   43/134 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.055
Epoch  87 Batch   44/134 - Train Accuracy:  0.909, Validation Accuracy:  0.907, Loss:  0.053
Epoch  87 Batch   45/134 - Train Accuracy:  0.917, Validation Accuracy:  0.909, Loss:  0.050
Epoch  87 Batch   46/134 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.054
Epoch  87 Batch   47/134 - Train Accuracy:  0.899, Validation Accuracy:  0.910, Loss:  0.054
Epoch  87 Batch   48/134 - Train Accuracy:  0.917, Validation Accuracy:  0.914, Loss:  0.055
Epoch  87 Batch   49/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.053
Epoch  87 Batch   50/134 - Train Accuracy:  0.906, Validation Accuracy:  0.909, Loss:  0.056
Epoch  87 Batch   51/134 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.054
Epoch  87 Batch   52/134 - Train Accuracy:  0.915, Validation Accuracy:  0.911, Loss:  0.052
Epoch  87 Batch   53/134 - Train Accuracy:  0.920, Validation Accuracy:  0.912, Loss:  0.051
Epoch  87 Batch   54/134 - Train Accuracy:  0.895, Validation Accuracy:  0.911, Loss:  0.054
Epoch  87 Batch   55/134 - Train Accuracy:  0.908, Validation Accuracy:  0.909, Loss:  0.057
Epoch  87 Batch   56/134 - Train Accuracy:  0.914, Validation Accuracy:  0.909, Loss:  0.053
Epoch  87 Batch   57/134 - Train Accuracy:  0.914, Validation Accuracy:  0.910, Loss:  0.055
Epoch  87 Batch   58/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.051
Epoch  87 Batch   59/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.054
Epoch  87 Batch   60/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.049
Epoch  87 Batch   61/134 - Train Accuracy:  0.907, Validation Accuracy:  0.909, Loss:  0.048
Epoch  87 Batch   62/134 - Train Accuracy:  0.905, Validation Accuracy:  0.909, Loss:  0.052
Epoch  87 Batch   63/134 - Train Accuracy:  0.913, Validation Accuracy:  0.911, Loss:  0.052
Epoch  87 Batch   64/134 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.055
Epoch  87 Batch   65/134 - Train Accuracy:  0.896, Validation Accuracy:  0.913, Loss:  0.054
Epoch  87 Batch   66/134 - Train Accuracy:  0.912, Validation Accuracy:  0.911, Loss:  0.049
Epoch  87 Batch   67/134 - Train Accuracy:  0.894, Validation Accuracy:  0.910, Loss:  0.055
Epoch  87 Batch   68/134 - Train Accuracy:  0.912, Validation Accuracy:  0.911, Loss:  0.056
Epoch  87 Batch   69/134 - Train Accuracy:  0.907, Validation Accuracy:  0.911, Loss:  0.056
Epoch  87 Batch   70/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.054
Epoch  87 Batch   71/134 - Train Accuracy:  0.920, Validation Accuracy:  0.913, Loss:  0.046
Epoch  87 Batch   72/134 - Train Accuracy:  0.910, Validation Accuracy:  0.911, Loss:  0.051
Epoch  87 Batch   73/134 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.054
Epoch  87 Batch   74/134 - Train Accuracy:  0.899, Validation Accuracy:  0.912, Loss:  0.059
Epoch  87 Batch   75/134 - Train Accuracy:  0.911, Validation Accuracy:  0.911, Loss:  0.055
Epoch  87 Batch   76/134 - Train Accuracy:  0.919, Validation Accuracy:  0.913, Loss:  0.051
Epoch  87 Batch   77/134 - Train Accuracy:  0.907, Validation Accuracy:  0.911, Loss:  0.052
Epoch  87 Batch   78/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.053
Epoch  87 Batch   79/134 - Train Accuracy:  0.905, Validation Accuracy:  0.912, Loss:  0.051
Epoch  87 Batch   80/134 - Train Accuracy:  0.918, Validation Accuracy:  0.913, Loss:  0.053
Epoch  87 Batch   81/134 - Train Accuracy:  0.919, Validation Accuracy:  0.909, Loss:  0.054
Epoch  87 Batch   82/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.050
Epoch  87 Batch   83/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.054
Epoch  87 Batch   84/134 - Train Accuracy:  0.900, Validation Accuracy:  0.910, Loss:  0.052
Epoch  87 Batch   85/134 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.055
Epoch  87 Batch   86/134 - Train Accuracy:  0.917, Validation Accuracy:  0.913, Loss:  0.052
Epoch  87 Batch   87/134 - Train Accuracy:  0.908, Validation Accuracy:  0.913, Loss:  0.060
Epoch  87 Batch   88/134 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.048
Epoch  87 Batch   89/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.051
Epoch  87 Batch   90/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.053
Epoch  87 Batch   91/134 - Train Accuracy:  0.920, Validation Accuracy:  0.914, Loss:  0.044
Epoch  87 Batch   92/134 - Train Accuracy:  0.919, Validation Accuracy:  0.915, Loss:  0.050
Epoch  87 Batch   93/134 - Train Accuracy:  0.913, Validation Accuracy:  0.913, Loss:  0.053
Epoch  87 Batch   94/134 - Train Accuracy:  0.906, Validation Accuracy:  0.911, Loss:  0.052
Epoch  87 Batch   95/134 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.051
Epoch  87 Batch   96/134 - Train Accuracy:  0.917, Validation Accuracy:  0.914, Loss:  0.050
Epoch  87 Batch   97/134 - Train Accuracy:  0.905, Validation Accuracy:  0.913, Loss:  0.053
Epoch  87 Batch   98/134 - Train Accuracy:  0.899, Validation Accuracy:  0.912, Loss:  0.054
Epoch  87 Batch   99/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.053
Epoch  87 Batch  100/134 - Train Accuracy:  0.908, Validation Accuracy:  0.913, Loss:  0.055
Epoch  87 Batch  101/134 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.055
Epoch  87 Batch  102/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.054
Epoch  87 Batch  103/134 - Train Accuracy:  0.907, Validation Accuracy:  0.911, Loss:  0.051
Epoch  87 Batch  104/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.052
Epoch  87 Batch  105/134 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.056
Epoch  87 Batch  106/134 - Train Accuracy:  0.903, Validation Accuracy:  0.911, Loss:  0.053
Epoch  87 Batch  107/134 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.055
Epoch  87 Batch  108/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.053
Epoch  87 Batch  109/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.051
Epoch  87 Batch  110/134 - Train Accuracy:  0.920, Validation Accuracy:  0.909, Loss:  0.052
Epoch  87 Batch  111/134 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.055
Epoch  87 Batch  112/134 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.050
Epoch  87 Batch  113/134 - Train Accuracy:  0.919, Validation Accuracy:  0.907, Loss:  0.054
Epoch  87 Batch  114/134 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.054
Epoch  87 Batch  115/134 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.053
Epoch  87 Batch  116/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.054
Epoch  87 Batch  117/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.049
Epoch  87 Batch  118/134 - Train Accuracy:  0.909, Validation Accuracy:  0.912, Loss:  0.051
Epoch  87 Batch  119/134 - Train Accuracy:  0.920, Validation Accuracy:  0.908, Loss:  0.047
Epoch  87 Batch  120/134 - Train Accuracy:  0.912, Validation Accuracy:  0.910, Loss:  0.054
Epoch  87 Batch  121/134 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.049
Epoch  87 Batch  122/134 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.053
Epoch  87 Batch  123/134 - Train Accuracy:  0.921, Validation Accuracy:  0.911, Loss:  0.050
Epoch  87 Batch  124/134 - Train Accuracy:  0.916, Validation Accuracy:  0.908, Loss:  0.045
Epoch  87 Batch  125/134 - Train Accuracy:  0.922, Validation Accuracy:  0.910, Loss:  0.048
Epoch  87 Batch  126/134 - Train Accuracy:  0.902, Validation Accuracy:  0.911, Loss:  0.053
Epoch  87 Batch  127/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.050
Epoch  87 Batch  128/134 - Train Accuracy:  0.901, Validation Accuracy:  0.908, Loss:  0.056
Epoch  87 Batch  129/134 - Train Accuracy:  0.913, Validation Accuracy:  0.909, Loss:  0.055
Epoch  87 Batch  130/134 - Train Accuracy:  0.911, Validation Accuracy:  0.909, Loss:  0.050
Epoch  87 Batch  131/134 - Train Accuracy:  0.903, Validation Accuracy:  0.909, Loss:  0.058
Epoch  87 Batch  132/134 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.050
Epoch  88 Batch    0/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.053
Epoch  88 Batch    1/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.054
Epoch  88 Batch    2/134 - Train Accuracy:  0.917, Validation Accuracy:  0.910, Loss:  0.050
Epoch  88 Batch    3/134 - Train Accuracy:  0.918, Validation Accuracy:  0.910, Loss:  0.052
Epoch  88 Batch    4/134 - Train Accuracy:  0.910, Validation Accuracy:  0.911, Loss:  0.052
Epoch  88 Batch    5/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.056
Epoch  88 Batch    6/134 - Train Accuracy:  0.907, Validation Accuracy:  0.913, Loss:  0.048
Epoch  88 Batch    7/134 - Train Accuracy:  0.909, Validation Accuracy:  0.913, Loss:  0.051
Epoch  88 Batch    8/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.052
Epoch  88 Batch    9/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.047
Epoch  88 Batch   10/134 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.054
Epoch  88 Batch   11/134 - Train Accuracy:  0.914, Validation Accuracy:  0.916, Loss:  0.050
Epoch  88 Batch   12/134 - Train Accuracy:  0.918, Validation Accuracy:  0.910, Loss:  0.052
Epoch  88 Batch   13/134 - Train Accuracy:  0.891, Validation Accuracy:  0.909, Loss:  0.056
Epoch  88 Batch   14/134 - Train Accuracy:  0.914, Validation Accuracy:  0.910, Loss:  0.054
Epoch  88 Batch   15/134 - Train Accuracy:  0.918, Validation Accuracy:  0.914, Loss:  0.050
Epoch  88 Batch   16/134 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.048
Epoch  88 Batch   17/134 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.059
Epoch  88 Batch   18/134 - Train Accuracy:  0.910, Validation Accuracy:  0.909, Loss:  0.049
Epoch  88 Batch   19/134 - Train Accuracy:  0.902, Validation Accuracy:  0.912, Loss:  0.056
Epoch  88 Batch   20/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.050
Epoch  88 Batch   21/134 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.053
Epoch  88 Batch   22/134 - Train Accuracy:  0.914, Validation Accuracy:  0.909, Loss:  0.051
Epoch  88 Batch   23/134 - Train Accuracy:  0.918, Validation Accuracy:  0.909, Loss:  0.047
Epoch  88 Batch   24/134 - Train Accuracy:  0.902, Validation Accuracy:  0.907, Loss:  0.054
Epoch  88 Batch   25/134 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.048
Epoch  88 Batch   26/134 - Train Accuracy:  0.908, Validation Accuracy:  0.913, Loss:  0.054
Epoch  88 Batch   27/134 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.052
Epoch  88 Batch   28/134 - Train Accuracy:  0.912, Validation Accuracy:  0.911, Loss:  0.053
Epoch  88 Batch   29/134 - Train Accuracy:  0.917, Validation Accuracy:  0.913, Loss:  0.045
Epoch  88 Batch   30/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.050
Epoch  88 Batch   31/134 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.053
Epoch  88 Batch   32/134 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.052
Epoch  88 Batch   33/134 - Train Accuracy:  0.902, Validation Accuracy:  0.910, Loss:  0.060
Epoch  88 Batch   34/134 - Train Accuracy:  0.906, Validation Accuracy:  0.916, Loss:  0.056
Epoch  88 Batch   35/134 - Train Accuracy:  0.910, Validation Accuracy:  0.914, Loss:  0.055
Epoch  88 Batch   36/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.052
Epoch  88 Batch   37/134 - Train Accuracy:  0.910, Validation Accuracy:  0.913, Loss:  0.053
Epoch  88 Batch   38/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.050
Epoch  88 Batch   39/134 - Train Accuracy:  0.911, Validation Accuracy:  0.911, Loss:  0.053
Epoch  88 Batch   40/134 - Train Accuracy:  0.911, Validation Accuracy:  0.908, Loss:  0.052
Epoch  88 Batch   41/134 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.061
Epoch  88 Batch   42/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.049
Epoch  88 Batch   43/134 - Train Accuracy:  0.908, Validation Accuracy:  0.909, Loss:  0.054
Epoch  88 Batch   44/134 - Train Accuracy:  0.909, Validation Accuracy:  0.912, Loss:  0.051
Epoch  88 Batch   45/134 - Train Accuracy:  0.917, Validation Accuracy:  0.911, Loss:  0.048
Epoch  88 Batch   46/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.052
Epoch  88 Batch   47/134 - Train Accuracy:  0.901, Validation Accuracy:  0.913, Loss:  0.053
Epoch  88 Batch   48/134 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.053
Epoch  88 Batch   49/134 - Train Accuracy:  0.915, Validation Accuracy:  0.915, Loss:  0.051
Epoch  88 Batch   50/134 - Train Accuracy:  0.909, Validation Accuracy:  0.914, Loss:  0.054
Epoch  88 Batch   51/134 - Train Accuracy:  0.907, Validation Accuracy:  0.911, Loss:  0.053
Epoch  88 Batch   52/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.051
Epoch  88 Batch   53/134 - Train Accuracy:  0.921, Validation Accuracy:  0.914, Loss:  0.049
Epoch  88 Batch   54/134 - Train Accuracy:  0.893, Validation Accuracy:  0.912, Loss:  0.053
Epoch  88 Batch   55/134 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.056
Epoch  88 Batch   56/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.051
Epoch  88 Batch   57/134 - Train Accuracy:  0.915, Validation Accuracy:  0.910, Loss:  0.054
Epoch  88 Batch   58/134 - Train Accuracy:  0.914, Validation Accuracy:  0.911, Loss:  0.050
Epoch  88 Batch   59/134 - Train Accuracy:  0.909, Validation Accuracy:  0.913, Loss:  0.053
Epoch  88 Batch   60/134 - Train Accuracy:  0.919, Validation Accuracy:  0.915, Loss:  0.048
Epoch  88 Batch   61/134 - Train Accuracy:  0.907, Validation Accuracy:  0.911, Loss:  0.047
Epoch  88 Batch   62/134 - Train Accuracy:  0.907, Validation Accuracy:  0.911, Loss:  0.051
Epoch  88 Batch   63/134 - Train Accuracy:  0.913, Validation Accuracy:  0.913, Loss:  0.051
Epoch  88 Batch   64/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.053
Epoch  88 Batch   65/134 - Train Accuracy:  0.898, Validation Accuracy:  0.914, Loss:  0.053
Epoch  88 Batch   66/134 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.048
Epoch  88 Batch   67/134 - Train Accuracy:  0.897, Validation Accuracy:  0.913, Loss:  0.053
Epoch  88 Batch   68/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.054
Epoch  88 Batch   69/134 - Train Accuracy:  0.905, Validation Accuracy:  0.912, Loss:  0.055
Epoch  88 Batch   70/134 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.052
Epoch  88 Batch   71/134 - Train Accuracy:  0.921, Validation Accuracy:  0.914, Loss:  0.044
Epoch  88 Batch   72/134 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.050
Epoch  88 Batch   73/134 - Train Accuracy:  0.914, Validation Accuracy:  0.911, Loss:  0.052
Epoch  88 Batch   74/134 - Train Accuracy:  0.899, Validation Accuracy:  0.913, Loss:  0.058
Epoch  88 Batch   75/134 - Train Accuracy:  0.913, Validation Accuracy:  0.913, Loss:  0.054
Epoch  88 Batch   76/134 - Train Accuracy:  0.920, Validation Accuracy:  0.914, Loss:  0.050
Epoch  88 Batch   77/134 - Train Accuracy:  0.908, Validation Accuracy:  0.913, Loss:  0.051
Epoch  88 Batch   78/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.051
Epoch  88 Batch   79/134 - Train Accuracy:  0.907, Validation Accuracy:  0.912, Loss:  0.050
Epoch  88 Batch   80/134 - Train Accuracy:  0.919, Validation Accuracy:  0.914, Loss:  0.052
Epoch  88 Batch   81/134 - Train Accuracy:  0.921, Validation Accuracy:  0.912, Loss:  0.053
Epoch  88 Batch   82/134 - Train Accuracy:  0.913, Validation Accuracy:  0.911, Loss:  0.049
Epoch  88 Batch   83/134 - Train Accuracy:  0.911, Validation Accuracy:  0.911, Loss:  0.052
Epoch  88 Batch   84/134 - Train Accuracy:  0.899, Validation Accuracy:  0.910, Loss:  0.050
Epoch  88 Batch   85/134 - Train Accuracy:  0.911, Validation Accuracy:  0.911, Loss:  0.054
Epoch  88 Batch   86/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.050
Epoch  88 Batch   87/134 - Train Accuracy:  0.908, Validation Accuracy:  0.914, Loss:  0.058
Epoch  88 Batch   88/134 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.047
Epoch  88 Batch   89/134 - Train Accuracy:  0.915, Validation Accuracy:  0.917, Loss:  0.050
Epoch  88 Batch   90/134 - Train Accuracy:  0.911, Validation Accuracy:  0.915, Loss:  0.052
Epoch  88 Batch   91/134 - Train Accuracy:  0.921, Validation Accuracy:  0.914, Loss:  0.043
Epoch  88 Batch   92/134 - Train Accuracy:  0.919, Validation Accuracy:  0.914, Loss:  0.049
Epoch  88 Batch   93/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.052
Epoch  88 Batch   94/134 - Train Accuracy:  0.906, Validation Accuracy:  0.911, Loss:  0.051
Epoch  88 Batch   95/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.050
Epoch  88 Batch   96/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.049
Epoch  88 Batch   97/134 - Train Accuracy:  0.907, Validation Accuracy:  0.914, Loss:  0.052
Epoch  88 Batch   98/134 - Train Accuracy:  0.901, Validation Accuracy:  0.913, Loss:  0.053
Epoch  88 Batch   99/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.052
Epoch  88 Batch  100/134 - Train Accuracy:  0.911, Validation Accuracy:  0.914, Loss:  0.054
Epoch  88 Batch  101/134 - Train Accuracy:  0.913, Validation Accuracy:  0.911, Loss:  0.054
Epoch  88 Batch  102/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.053
Epoch  88 Batch  103/134 - Train Accuracy:  0.911, Validation Accuracy:  0.911, Loss:  0.050
Epoch  88 Batch  104/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.051
Epoch  88 Batch  105/134 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.055
Epoch  88 Batch  106/134 - Train Accuracy:  0.904, Validation Accuracy:  0.913, Loss:  0.052
Epoch  88 Batch  107/134 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.054
Epoch  88 Batch  108/134 - Train Accuracy:  0.913, Validation Accuracy:  0.913, Loss:  0.052
Epoch  88 Batch  109/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.049
Epoch  88 Batch  110/134 - Train Accuracy:  0.922, Validation Accuracy:  0.910, Loss:  0.051
Epoch  88 Batch  111/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.053
Epoch  88 Batch  112/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.049
Epoch  88 Batch  113/134 - Train Accuracy:  0.920, Validation Accuracy:  0.909, Loss:  0.053
Epoch  88 Batch  114/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.053
Epoch  88 Batch  115/134 - Train Accuracy:  0.908, Validation Accuracy:  0.913, Loss:  0.052
Epoch  88 Batch  116/134 - Train Accuracy:  0.914, Validation Accuracy:  0.910, Loss:  0.053
Epoch  88 Batch  117/134 - Train Accuracy:  0.917, Validation Accuracy:  0.911, Loss:  0.048
Epoch  88 Batch  118/134 - Train Accuracy:  0.908, Validation Accuracy:  0.914, Loss:  0.049
Epoch  88 Batch  119/134 - Train Accuracy:  0.922, Validation Accuracy:  0.910, Loss:  0.046
Epoch  88 Batch  120/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.053
Epoch  88 Batch  121/134 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.048
Epoch  88 Batch  122/134 - Train Accuracy:  0.911, Validation Accuracy:  0.911, Loss:  0.052
Epoch  88 Batch  123/134 - Train Accuracy:  0.920, Validation Accuracy:  0.910, Loss:  0.049
Epoch  88 Batch  124/134 - Train Accuracy:  0.917, Validation Accuracy:  0.909, Loss:  0.044
Epoch  88 Batch  125/134 - Train Accuracy:  0.926, Validation Accuracy:  0.911, Loss:  0.046
Epoch  88 Batch  126/134 - Train Accuracy:  0.903, Validation Accuracy:  0.913, Loss:  0.052
Epoch  88 Batch  127/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.049
Epoch  88 Batch  128/134 - Train Accuracy:  0.901, Validation Accuracy:  0.910, Loss:  0.055
Epoch  88 Batch  129/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.054
Epoch  88 Batch  130/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.049
Epoch  88 Batch  131/134 - Train Accuracy:  0.903, Validation Accuracy:  0.912, Loss:  0.056
Epoch  88 Batch  132/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.049
Epoch  89 Batch    0/134 - Train Accuracy:  0.912, Validation Accuracy:  0.914, Loss:  0.051
Epoch  89 Batch    1/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.053
Epoch  89 Batch    2/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.049
Epoch  89 Batch    3/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.051
Epoch  89 Batch    4/134 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.051
Epoch  89 Batch    5/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.055
Epoch  89 Batch    6/134 - Train Accuracy:  0.909, Validation Accuracy:  0.914, Loss:  0.047
Epoch  89 Batch    7/134 - Train Accuracy:  0.911, Validation Accuracy:  0.916, Loss:  0.050
Epoch  89 Batch    8/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.051
Epoch  89 Batch    9/134 - Train Accuracy:  0.917, Validation Accuracy:  0.911, Loss:  0.045
Epoch  89 Batch   10/134 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.053
Epoch  89 Batch   11/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.049
Epoch  89 Batch   12/134 - Train Accuracy:  0.919, Validation Accuracy:  0.911, Loss:  0.051
Epoch  89 Batch   13/134 - Train Accuracy:  0.892, Validation Accuracy:  0.911, Loss:  0.054
Epoch  89 Batch   14/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.053
Epoch  89 Batch   15/134 - Train Accuracy:  0.918, Validation Accuracy:  0.916, Loss:  0.048
Epoch  89 Batch   16/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.047
Epoch  89 Batch   17/134 - Train Accuracy:  0.907, Validation Accuracy:  0.912, Loss:  0.058
Epoch  89 Batch   18/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.048
Epoch  89 Batch   19/134 - Train Accuracy:  0.904, Validation Accuracy:  0.914, Loss:  0.055
Epoch  89 Batch   20/134 - Train Accuracy:  0.913, Validation Accuracy:  0.911, Loss:  0.048
Epoch  89 Batch   21/134 - Train Accuracy:  0.912, Validation Accuracy:  0.910, Loss:  0.052
Epoch  89 Batch   22/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.050
Epoch  89 Batch   23/134 - Train Accuracy:  0.918, Validation Accuracy:  0.911, Loss:  0.046
Epoch  89 Batch   24/134 - Train Accuracy:  0.903, Validation Accuracy:  0.908, Loss:  0.052
Epoch  89 Batch   25/134 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.047
Epoch  89 Batch   26/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.053
Epoch  89 Batch   27/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.051
Epoch  89 Batch   28/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.052
Epoch  89 Batch   29/134 - Train Accuracy:  0.918, Validation Accuracy:  0.915, Loss:  0.043
Epoch  89 Batch   30/134 - Train Accuracy:  0.916, Validation Accuracy:  0.916, Loss:  0.049
Epoch  89 Batch   31/134 - Train Accuracy:  0.907, Validation Accuracy:  0.913, Loss:  0.051
Epoch  89 Batch   32/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.050
Epoch  89 Batch   33/134 - Train Accuracy:  0.902, Validation Accuracy:  0.913, Loss:  0.058
Epoch  89 Batch   34/134 - Train Accuracy:  0.906, Validation Accuracy:  0.917, Loss:  0.055
Epoch  89 Batch   35/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.054
Epoch  89 Batch   36/134 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.051
Epoch  89 Batch   37/134 - Train Accuracy:  0.909, Validation Accuracy:  0.914, Loss:  0.051
Epoch  89 Batch   38/134 - Train Accuracy:  0.918, Validation Accuracy:  0.913, Loss:  0.048
Epoch  89 Batch   39/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.052
Epoch  89 Batch   40/134 - Train Accuracy:  0.911, Validation Accuracy:  0.910, Loss:  0.050
Epoch  89 Batch   41/134 - Train Accuracy:  0.911, Validation Accuracy:  0.911, Loss:  0.060
Epoch  89 Batch   42/134 - Train Accuracy:  0.918, Validation Accuracy:  0.914, Loss:  0.048
Epoch  89 Batch   43/134 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.052
Epoch  89 Batch   44/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.050
Epoch  89 Batch   45/134 - Train Accuracy:  0.918, Validation Accuracy:  0.914, Loss:  0.047
Epoch  89 Batch   46/134 - Train Accuracy:  0.918, Validation Accuracy:  0.913, Loss:  0.051
Epoch  89 Batch   47/134 - Train Accuracy:  0.903, Validation Accuracy:  0.915, Loss:  0.051
Epoch  89 Batch   48/134 - Train Accuracy:  0.916, Validation Accuracy:  0.915, Loss:  0.052
Epoch  89 Batch   49/134 - Train Accuracy:  0.916, Validation Accuracy:  0.915, Loss:  0.050
Epoch  89 Batch   50/134 - Train Accuracy:  0.912, Validation Accuracy:  0.914, Loss:  0.053
Epoch  89 Batch   51/134 - Train Accuracy:  0.906, Validation Accuracy:  0.911, Loss:  0.052
Epoch  89 Batch   52/134 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.050
Epoch  89 Batch   53/134 - Train Accuracy:  0.922, Validation Accuracy:  0.915, Loss:  0.048
Epoch  89 Batch   54/134 - Train Accuracy:  0.896, Validation Accuracy:  0.913, Loss:  0.052
Epoch  89 Batch   55/134 - Train Accuracy:  0.906, Validation Accuracy:  0.911, Loss:  0.055
Epoch  89 Batch   56/134 - Train Accuracy:  0.916, Validation Accuracy:  0.911, Loss:  0.050
Epoch  89 Batch   57/134 - Train Accuracy:  0.915, Validation Accuracy:  0.913, Loss:  0.052
Epoch  89 Batch   58/134 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.049
Epoch  89 Batch   59/134 - Train Accuracy:  0.911, Validation Accuracy:  0.915, Loss:  0.051
Epoch  89 Batch   60/134 - Train Accuracy:  0.921, Validation Accuracy:  0.916, Loss:  0.046
Epoch  89 Batch   61/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.046
Epoch  89 Batch   62/134 - Train Accuracy:  0.907, Validation Accuracy:  0.911, Loss:  0.050
Epoch  89 Batch   63/134 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.049
Epoch  89 Batch   64/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.052
Epoch  89 Batch   65/134 - Train Accuracy:  0.898, Validation Accuracy:  0.914, Loss:  0.052
Epoch  89 Batch   66/134 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.046
Epoch  89 Batch   67/134 - Train Accuracy:  0.898, Validation Accuracy:  0.915, Loss:  0.052
Epoch  89 Batch   68/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.053
Epoch  89 Batch   69/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.054
Epoch  89 Batch   70/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.051
Epoch  89 Batch   71/134 - Train Accuracy:  0.924, Validation Accuracy:  0.914, Loss:  0.043
Epoch  89 Batch   72/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.048
Epoch  89 Batch   73/134 - Train Accuracy:  0.913, Validation Accuracy:  0.911, Loss:  0.051
Epoch  89 Batch   74/134 - Train Accuracy:  0.901, Validation Accuracy:  0.913, Loss:  0.057
Epoch  89 Batch   75/134 - Train Accuracy:  0.914, Validation Accuracy:  0.916, Loss:  0.053
Epoch  89 Batch   76/134 - Train Accuracy:  0.923, Validation Accuracy:  0.915, Loss:  0.049
Epoch  89 Batch   77/134 - Train Accuracy:  0.907, Validation Accuracy:  0.915, Loss:  0.049
Epoch  89 Batch   78/134 - Train Accuracy:  0.910, Validation Accuracy:  0.913, Loss:  0.050
Epoch  89 Batch   79/134 - Train Accuracy:  0.908, Validation Accuracy:  0.915, Loss:  0.049
Epoch  89 Batch   80/134 - Train Accuracy:  0.920, Validation Accuracy:  0.914, Loss:  0.050
Epoch  89 Batch   81/134 - Train Accuracy:  0.923, Validation Accuracy:  0.914, Loss:  0.052
Epoch  89 Batch   82/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.048
Epoch  89 Batch   83/134 - Train Accuracy:  0.913, Validation Accuracy:  0.913, Loss:  0.051
Epoch  89 Batch   84/134 - Train Accuracy:  0.896, Validation Accuracy:  0.912, Loss:  0.049
Epoch  89 Batch   85/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.053
Epoch  89 Batch   86/134 - Train Accuracy:  0.920, Validation Accuracy:  0.916, Loss:  0.049
Epoch  89 Batch   87/134 - Train Accuracy:  0.907, Validation Accuracy:  0.913, Loss:  0.057
Epoch  89 Batch   88/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.046
Epoch  89 Batch   89/134 - Train Accuracy:  0.917, Validation Accuracy:  0.918, Loss:  0.049
Epoch  89 Batch   90/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.051
Epoch  89 Batch   91/134 - Train Accuracy:  0.918, Validation Accuracy:  0.914, Loss:  0.042
Epoch  89 Batch   92/134 - Train Accuracy:  0.921, Validation Accuracy:  0.917, Loss:  0.048
Epoch  89 Batch   93/134 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.051
Epoch  89 Batch   94/134 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.050
Epoch  89 Batch   95/134 - Train Accuracy:  0.915, Validation Accuracy:  0.917, Loss:  0.050
Epoch  89 Batch   96/134 - Train Accuracy:  0.918, Validation Accuracy:  0.917, Loss:  0.048
Epoch  89 Batch   97/134 - Train Accuracy:  0.906, Validation Accuracy:  0.914, Loss:  0.051
Epoch  89 Batch   98/134 - Train Accuracy:  0.904, Validation Accuracy:  0.914, Loss:  0.052
Epoch  89 Batch   99/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.051
Epoch  89 Batch  100/134 - Train Accuracy:  0.911, Validation Accuracy:  0.915, Loss:  0.053
Epoch  89 Batch  101/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.052
Epoch  89 Batch  102/134 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.052
Epoch  89 Batch  103/134 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.049
Epoch  89 Batch  104/134 - Train Accuracy:  0.918, Validation Accuracy:  0.914, Loss:  0.050
Epoch  89 Batch  105/134 - Train Accuracy:  0.915, Validation Accuracy:  0.911, Loss:  0.054
Epoch  89 Batch  106/134 - Train Accuracy:  0.906, Validation Accuracy:  0.914, Loss:  0.051
Epoch  89 Batch  107/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.052
Epoch  89 Batch  108/134 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.051
Epoch  89 Batch  109/134 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.048
Epoch  89 Batch  110/134 - Train Accuracy:  0.923, Validation Accuracy:  0.912, Loss:  0.050
Epoch  89 Batch  111/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.052
Epoch  89 Batch  112/134 - Train Accuracy:  0.906, Validation Accuracy:  0.912, Loss:  0.048
Epoch  89 Batch  113/134 - Train Accuracy:  0.921, Validation Accuracy:  0.910, Loss:  0.052
Epoch  89 Batch  114/134 - Train Accuracy:  0.912, Validation Accuracy:  0.912, Loss:  0.052
Epoch  89 Batch  115/134 - Train Accuracy:  0.909, Validation Accuracy:  0.914, Loss:  0.051
Epoch  89 Batch  116/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.052
Epoch  89 Batch  117/134 - Train Accuracy:  0.919, Validation Accuracy:  0.914, Loss:  0.047
Epoch  89 Batch  118/134 - Train Accuracy:  0.908, Validation Accuracy:  0.914, Loss:  0.048
Epoch  89 Batch  119/134 - Train Accuracy:  0.922, Validation Accuracy:  0.912, Loss:  0.045
Epoch  89 Batch  120/134 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.052
Epoch  89 Batch  121/134 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.047
Epoch  89 Batch  122/134 - Train Accuracy:  0.913, Validation Accuracy:  0.913, Loss:  0.050
Epoch  89 Batch  123/134 - Train Accuracy:  0.919, Validation Accuracy:  0.911, Loss:  0.048
Epoch  89 Batch  124/134 - Train Accuracy:  0.917, Validation Accuracy:  0.911, Loss:  0.043
Epoch  89 Batch  125/134 - Train Accuracy:  0.927, Validation Accuracy:  0.912, Loss:  0.045
Epoch  89 Batch  126/134 - Train Accuracy:  0.904, Validation Accuracy:  0.914, Loss:  0.051
Epoch  89 Batch  127/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.048
Epoch  89 Batch  128/134 - Train Accuracy:  0.903, Validation Accuracy:  0.912, Loss:  0.054
Epoch  89 Batch  129/134 - Train Accuracy:  0.920, Validation Accuracy:  0.914, Loss:  0.053
Epoch  89 Batch  130/134 - Train Accuracy:  0.910, Validation Accuracy:  0.913, Loss:  0.048
Epoch  89 Batch  131/134 - Train Accuracy:  0.905, Validation Accuracy:  0.915, Loss:  0.055
Epoch  89 Batch  132/134 - Train Accuracy:  0.917, Validation Accuracy:  0.914, Loss:  0.048
Epoch  90 Batch    0/134 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.050
Epoch  90 Batch    1/134 - Train Accuracy:  0.911, Validation Accuracy:  0.915, Loss:  0.051
Epoch  90 Batch    2/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.048
Epoch  90 Batch    3/134 - Train Accuracy:  0.920, Validation Accuracy:  0.913, Loss:  0.050
Epoch  90 Batch    4/134 - Train Accuracy:  0.910, Validation Accuracy:  0.913, Loss:  0.051
Epoch  90 Batch    5/134 - Train Accuracy:  0.918, Validation Accuracy:  0.914, Loss:  0.054
Epoch  90 Batch    6/134 - Train Accuracy:  0.909, Validation Accuracy:  0.914, Loss:  0.047
Epoch  90 Batch    7/134 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.049
Epoch  90 Batch    8/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.050
Epoch  90 Batch    9/134 - Train Accuracy:  0.919, Validation Accuracy:  0.912, Loss:  0.044
Epoch  90 Batch   10/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.052
Epoch  90 Batch   11/134 - Train Accuracy:  0.915, Validation Accuracy:  0.916, Loss:  0.048
Epoch  90 Batch   12/134 - Train Accuracy:  0.920, Validation Accuracy:  0.912, Loss:  0.050
Epoch  90 Batch   13/134 - Train Accuracy:  0.894, Validation Accuracy:  0.911, Loss:  0.053
Epoch  90 Batch   14/134 - Train Accuracy:  0.920, Validation Accuracy:  0.913, Loss:  0.052
Epoch  90 Batch   15/134 - Train Accuracy:  0.917, Validation Accuracy:  0.918, Loss:  0.047
Epoch  90 Batch   16/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.046
Epoch  90 Batch   17/134 - Train Accuracy:  0.908, Validation Accuracy:  0.913, Loss:  0.057
Epoch  90 Batch   18/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.047
Epoch  90 Batch   19/134 - Train Accuracy:  0.904, Validation Accuracy:  0.916, Loss:  0.054
Epoch  90 Batch   20/134 - Train Accuracy:  0.914, Validation Accuracy:  0.914, Loss:  0.047
Epoch  90 Batch   21/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.050
Epoch  90 Batch   22/134 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.049
Epoch  90 Batch   23/134 - Train Accuracy:  0.918, Validation Accuracy:  0.909, Loss:  0.045
Epoch  90 Batch   24/134 - Train Accuracy:  0.906, Validation Accuracy:  0.912, Loss:  0.051
Epoch  90 Batch   25/134 - Train Accuracy:  0.909, Validation Accuracy:  0.913, Loss:  0.045
Epoch  90 Batch   26/134 - Train Accuracy:  0.908, Validation Accuracy:  0.915, Loss:  0.051
Epoch  90 Batch   27/134 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.049
Epoch  90 Batch   28/134 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.051
Epoch  90 Batch   29/134 - Train Accuracy:  0.920, Validation Accuracy:  0.916, Loss:  0.042
Epoch  90 Batch   30/134 - Train Accuracy:  0.917, Validation Accuracy:  0.917, Loss:  0.048
Epoch  90 Batch   31/134 - Train Accuracy:  0.906, Validation Accuracy:  0.916, Loss:  0.050
Epoch  90 Batch   32/134 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.049
Epoch  90 Batch   33/134 - Train Accuracy:  0.904, Validation Accuracy:  0.916, Loss:  0.057
Epoch  90 Batch   34/134 - Train Accuracy:  0.907, Validation Accuracy:  0.920, Loss:  0.054
Epoch  90 Batch   35/134 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.052
Epoch  90 Batch   36/134 - Train Accuracy:  0.915, Validation Accuracy:  0.915, Loss:  0.050
Epoch  90 Batch   37/134 - Train Accuracy:  0.912, Validation Accuracy:  0.914, Loss:  0.050
Epoch  90 Batch   38/134 - Train Accuracy:  0.920, Validation Accuracy:  0.914, Loss:  0.047
Epoch  90 Batch   39/134 - Train Accuracy:  0.911, Validation Accuracy:  0.914, Loss:  0.051
Epoch  90 Batch   40/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.049
Epoch  90 Batch   41/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.058
Epoch  90 Batch   42/134 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.047
Epoch  90 Batch   43/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.051
Epoch  90 Batch   44/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.049
Epoch  90 Batch   45/134 - Train Accuracy:  0.919, Validation Accuracy:  0.915, Loss:  0.046
Epoch  90 Batch   46/134 - Train Accuracy:  0.918, Validation Accuracy:  0.917, Loss:  0.050
Epoch  90 Batch   47/134 - Train Accuracy:  0.903, Validation Accuracy:  0.914, Loss:  0.050
Epoch  90 Batch   48/134 - Train Accuracy:  0.917, Validation Accuracy:  0.917, Loss:  0.051
Epoch  90 Batch   49/134 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.049
Epoch  90 Batch   50/134 - Train Accuracy:  0.910, Validation Accuracy:  0.915, Loss:  0.052
Epoch  90 Batch   51/134 - Train Accuracy:  0.906, Validation Accuracy:  0.912, Loss:  0.051
Epoch  90 Batch   52/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.049
Epoch  90 Batch   53/134 - Train Accuracy:  0.923, Validation Accuracy:  0.916, Loss:  0.047
Epoch  90 Batch   54/134 - Train Accuracy:  0.893, Validation Accuracy:  0.912, Loss:  0.051
Epoch  90 Batch   55/134 - Train Accuracy:  0.909, Validation Accuracy:  0.913, Loss:  0.054
Epoch  90 Batch   56/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.049
Epoch  90 Batch   57/134 - Train Accuracy:  0.917, Validation Accuracy:  0.914, Loss:  0.051
Epoch  90 Batch   58/134 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.048
Epoch  90 Batch   59/134 - Train Accuracy:  0.912, Validation Accuracy:  0.916, Loss:  0.051
Epoch  90 Batch   60/134 - Train Accuracy:  0.924, Validation Accuracy:  0.919, Loss:  0.046
Epoch  90 Batch   61/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.046
Epoch  90 Batch   62/134 - Train Accuracy:  0.905, Validation Accuracy:  0.911, Loss:  0.049
Epoch  90 Batch   63/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.048
Epoch  90 Batch   64/134 - Train Accuracy:  0.910, Validation Accuracy:  0.917, Loss:  0.051
Epoch  90 Batch   65/134 - Train Accuracy:  0.898, Validation Accuracy:  0.912, Loss:  0.051
Epoch  90 Batch   66/134 - Train Accuracy:  0.915, Validation Accuracy:  0.915, Loss:  0.046
Epoch  90 Batch   67/134 - Train Accuracy:  0.902, Validation Accuracy:  0.916, Loss:  0.051
Epoch  90 Batch   68/134 - Train Accuracy:  0.910, Validation Accuracy:  0.916, Loss:  0.052
Epoch  90 Batch   69/134 - Train Accuracy:  0.909, Validation Accuracy:  0.912, Loss:  0.053
Epoch  90 Batch   70/134 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.051
Epoch  90 Batch   71/134 - Train Accuracy:  0.926, Validation Accuracy:  0.916, Loss:  0.042
Epoch  90 Batch   72/134 - Train Accuracy:  0.905, Validation Accuracy:  0.908, Loss:  0.048
Epoch  90 Batch   73/134 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.054
Epoch  90 Batch   74/134 - Train Accuracy:  0.809, Validation Accuracy:  0.825, Loss:  0.078
Epoch  90 Batch   75/134 - Train Accuracy:  0.822, Validation Accuracy:  0.823, Loss:  0.264
Epoch  90 Batch   76/134 - Train Accuracy:  0.802, Validation Accuracy:  0.818, Loss:  0.303
Epoch  90 Batch   77/134 - Train Accuracy:  0.781, Validation Accuracy:  0.796, Loss:  0.238
Epoch  90 Batch   78/134 - Train Accuracy:  0.805, Validation Accuracy:  0.816, Loss:  0.441
Epoch  90 Batch   79/134 - Train Accuracy:  0.749, Validation Accuracy:  0.750, Loss:  0.203
Epoch  90 Batch   80/134 - Train Accuracy:  0.778, Validation Accuracy:  0.787, Loss:  0.413
Epoch  90 Batch   81/134 - Train Accuracy:  0.812, Validation Accuracy:  0.822, Loss:  0.390
Epoch  90 Batch   82/134 - Train Accuracy:  0.774, Validation Accuracy:  0.778, Loss:  0.264
Epoch  90 Batch   83/134 - Train Accuracy:  0.841, Validation Accuracy:  0.829, Loss:  0.368
Epoch  90 Batch   84/134 - Train Accuracy:  0.778, Validation Accuracy:  0.777, Loss:  0.169
Epoch  90 Batch   85/134 - Train Accuracy:  0.769, Validation Accuracy:  0.781, Loss:  0.232
Epoch  90 Batch   86/134 - Train Accuracy:  0.809, Validation Accuracy:  0.817, Loss:  0.240
Epoch  90 Batch   87/134 - Train Accuracy:  0.783, Validation Accuracy:  0.799, Loss:  0.241
Epoch  90 Batch   88/134 - Train Accuracy:  0.801, Validation Accuracy:  0.797, Loss:  0.203
Epoch  90 Batch   89/134 - Train Accuracy:  0.857, Validation Accuracy:  0.864, Loss:  0.220
Epoch  90 Batch   90/134 - Train Accuracy:  0.773, Validation Accuracy:  0.789, Loss:  0.120
Epoch  90 Batch   91/134 - Train Accuracy:  0.848, Validation Accuracy:  0.834, Loss:  0.194
Epoch  90 Batch   92/134 - Train Accuracy:  0.836, Validation Accuracy:  0.833, Loss:  0.123
Epoch  90 Batch   93/134 - Train Accuracy:  0.843, Validation Accuracy:  0.851, Loss:  0.141
Epoch  90 Batch   94/134 - Train Accuracy:  0.826, Validation Accuracy:  0.837, Loss:  0.114
Epoch  90 Batch   95/134 - Train Accuracy:  0.825, Validation Accuracy:  0.832, Loss:  0.119
Epoch  90 Batch   96/134 - Train Accuracy:  0.856, Validation Accuracy:  0.851, Loss:  0.119
Epoch  90 Batch   97/134 - Train Accuracy:  0.848, Validation Accuracy:  0.846, Loss:  0.097
Epoch  90 Batch   98/134 - Train Accuracy:  0.854, Validation Accuracy:  0.863, Loss:  0.126
Epoch  90 Batch   99/134 - Train Accuracy:  0.867, Validation Accuracy:  0.857, Loss:  0.091
Epoch  90 Batch  100/134 - Train Accuracy:  0.850, Validation Accuracy:  0.852, Loss:  0.091
Epoch  90 Batch  101/134 - Train Accuracy:  0.876, Validation Accuracy:  0.873, Loss:  0.104
Epoch  90 Batch  102/134 - Train Accuracy:  0.876, Validation Accuracy:  0.875, Loss:  0.077
Epoch  90 Batch  103/134 - Train Accuracy:  0.866, Validation Accuracy:  0.872, Loss:  0.078
Epoch  90 Batch  104/134 - Train Accuracy:  0.896, Validation Accuracy:  0.884, Loss:  0.084
Epoch  90 Batch  105/134 - Train Accuracy:  0.885, Validation Accuracy:  0.889, Loss:  0.078
Epoch  90 Batch  106/134 - Train Accuracy:  0.884, Validation Accuracy:  0.882, Loss:  0.076
Epoch  90 Batch  107/134 - Train Accuracy:  0.885, Validation Accuracy:  0.887, Loss:  0.081
Epoch  90 Batch  108/134 - Train Accuracy:  0.886, Validation Accuracy:  0.886, Loss:  0.075
Epoch  90 Batch  109/134 - Train Accuracy:  0.887, Validation Accuracy:  0.883, Loss:  0.067
Epoch  90 Batch  110/134 - Train Accuracy:  0.894, Validation Accuracy:  0.887, Loss:  0.071
Epoch  90 Batch  111/134 - Train Accuracy:  0.893, Validation Accuracy:  0.892, Loss:  0.070
Epoch  90 Batch  112/134 - Train Accuracy:  0.890, Validation Accuracy:  0.888, Loss:  0.061
Epoch  90 Batch  113/134 - Train Accuracy:  0.903, Validation Accuracy:  0.886, Loss:  0.066
Epoch  90 Batch  114/134 - Train Accuracy:  0.900, Validation Accuracy:  0.888, Loss:  0.070
Epoch  90 Batch  115/134 - Train Accuracy:  0.885, Validation Accuracy:  0.890, Loss:  0.061
Epoch  90 Batch  116/134 - Train Accuracy:  0.899, Validation Accuracy:  0.889, Loss:  0.063
Epoch  90 Batch  117/134 - Train Accuracy:  0.904, Validation Accuracy:  0.892, Loss:  0.060
Epoch  90 Batch  118/134 - Train Accuracy:  0.895, Validation Accuracy:  0.899, Loss:  0.059
Epoch  90 Batch  119/134 - Train Accuracy:  0.915, Validation Accuracy:  0.898, Loss:  0.053
Epoch  90 Batch  120/134 - Train Accuracy:  0.908, Validation Accuracy:  0.896, Loss:  0.060
Epoch  90 Batch  121/134 - Train Accuracy:  0.913, Validation Accuracy:  0.900, Loss:  0.054
Epoch  90 Batch  122/134 - Train Accuracy:  0.901, Validation Accuracy:  0.900, Loss:  0.058
Epoch  90 Batch  123/134 - Train Accuracy:  0.914, Validation Accuracy:  0.899, Loss:  0.054
Epoch  90 Batch  124/134 - Train Accuracy:  0.910, Validation Accuracy:  0.899, Loss:  0.050
Epoch  90 Batch  125/134 - Train Accuracy:  0.916, Validation Accuracy:  0.899, Loss:  0.053
Epoch  90 Batch  126/134 - Train Accuracy:  0.894, Validation Accuracy:  0.900, Loss:  0.057
Epoch  90 Batch  127/134 - Train Accuracy:  0.902, Validation Accuracy:  0.903, Loss:  0.053
Epoch  90 Batch  128/134 - Train Accuracy:  0.897, Validation Accuracy:  0.905, Loss:  0.060
Epoch  90 Batch  129/134 - Train Accuracy:  0.911, Validation Accuracy:  0.907, Loss:  0.058
Epoch  90 Batch  130/134 - Train Accuracy:  0.904, Validation Accuracy:  0.909, Loss:  0.052
Epoch  90 Batch  131/134 - Train Accuracy:  0.900, Validation Accuracy:  0.908, Loss:  0.059
Epoch  90 Batch  132/134 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.052
Epoch  91 Batch    0/134 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.055
Epoch  91 Batch    1/134 - Train Accuracy:  0.907, Validation Accuracy:  0.907, Loss:  0.054
Epoch  91 Batch    2/134 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.051
Epoch  91 Batch    3/134 - Train Accuracy:  0.913, Validation Accuracy:  0.910, Loss:  0.054
Epoch  91 Batch    4/134 - Train Accuracy:  0.908, Validation Accuracy:  0.907, Loss:  0.053
Epoch  91 Batch    5/134 - Train Accuracy:  0.914, Validation Accuracy:  0.907, Loss:  0.057
Epoch  91 Batch    6/134 - Train Accuracy:  0.905, Validation Accuracy:  0.906, Loss:  0.049
Epoch  91 Batch    7/134 - Train Accuracy:  0.908, Validation Accuracy:  0.905, Loss:  0.052
Epoch  91 Batch    8/134 - Train Accuracy:  0.914, Validation Accuracy:  0.905, Loss:  0.052
Epoch  91 Batch    9/134 - Train Accuracy:  0.922, Validation Accuracy:  0.905, Loss:  0.047
Epoch  91 Batch   10/134 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.053
Epoch  91 Batch   11/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.050
Epoch  91 Batch   12/134 - Train Accuracy:  0.918, Validation Accuracy:  0.913, Loss:  0.052
Epoch  91 Batch   13/134 - Train Accuracy:  0.894, Validation Accuracy:  0.912, Loss:  0.055
Epoch  91 Batch   14/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.053
Epoch  91 Batch   15/134 - Train Accuracy:  0.918, Validation Accuracy:  0.913, Loss:  0.049
Epoch  91 Batch   16/134 - Train Accuracy:  0.921, Validation Accuracy:  0.912, Loss:  0.047
Epoch  91 Batch   17/134 - Train Accuracy:  0.908, Validation Accuracy:  0.913, Loss:  0.059
Epoch  91 Batch   18/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.048
Epoch  91 Batch   19/134 - Train Accuracy:  0.907, Validation Accuracy:  0.914, Loss:  0.055
Epoch  91 Batch   20/134 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.048
Epoch  91 Batch   21/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.051
Epoch  91 Batch   22/134 - Train Accuracy:  0.909, Validation Accuracy:  0.914, Loss:  0.050
Epoch  91 Batch   23/134 - Train Accuracy:  0.920, Validation Accuracy:  0.912, Loss:  0.046
Epoch  91 Batch   24/134 - Train Accuracy:  0.907, Validation Accuracy:  0.912, Loss:  0.051
Epoch  91 Batch   25/134 - Train Accuracy:  0.906, Validation Accuracy:  0.911, Loss:  0.046
Epoch  91 Batch   26/134 - Train Accuracy:  0.901, Validation Accuracy:  0.912, Loss:  0.052
Epoch  91 Batch   27/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.049
Epoch  91 Batch   28/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.052
Epoch  91 Batch   29/134 - Train Accuracy:  0.915, Validation Accuracy:  0.913, Loss:  0.043
Epoch  91 Batch   30/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.048
Epoch  91 Batch   31/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.050
Epoch  91 Batch   32/134 - Train Accuracy:  0.909, Validation Accuracy:  0.912, Loss:  0.050
Epoch  91 Batch   33/134 - Train Accuracy:  0.904, Validation Accuracy:  0.911, Loss:  0.057
Epoch  91 Batch   34/134 - Train Accuracy:  0.903, Validation Accuracy:  0.910, Loss:  0.054
Epoch  91 Batch   35/134 - Train Accuracy:  0.914, Validation Accuracy:  0.911, Loss:  0.053
Epoch  91 Batch   36/134 - Train Accuracy:  0.913, Validation Accuracy:  0.911, Loss:  0.051
Epoch  91 Batch   37/134 - Train Accuracy:  0.906, Validation Accuracy:  0.910, Loss:  0.051
Epoch  91 Batch   38/134 - Train Accuracy:  0.919, Validation Accuracy:  0.911, Loss:  0.048
Epoch  91 Batch   39/134 - Train Accuracy:  0.913, Validation Accuracy:  0.912, Loss:  0.051
Epoch  91 Batch   40/134 - Train Accuracy:  0.915, Validation Accuracy:  0.913, Loss:  0.050
Epoch  91 Batch   41/134 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.058
Epoch  91 Batch   42/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.047
Epoch  91 Batch   43/134 - Train Accuracy:  0.907, Validation Accuracy:  0.913, Loss:  0.051
Epoch  91 Batch   44/134 - Train Accuracy:  0.913, Validation Accuracy:  0.913, Loss:  0.049
Epoch  91 Batch   45/134 - Train Accuracy:  0.917, Validation Accuracy:  0.913, Loss:  0.046
Epoch  91 Batch   46/134 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.051
Epoch  91 Batch   47/134 - Train Accuracy:  0.905, Validation Accuracy:  0.913, Loss:  0.050
Epoch  91 Batch   48/134 - Train Accuracy:  0.918, Validation Accuracy:  0.914, Loss:  0.051
Epoch  91 Batch   49/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.049
Epoch  91 Batch   50/134 - Train Accuracy:  0.904, Validation Accuracy:  0.917, Loss:  0.053
Epoch  91 Batch   51/134 - Train Accuracy:  0.907, Validation Accuracy:  0.915, Loss:  0.051
Epoch  91 Batch   52/134 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.049
Epoch  91 Batch   53/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.047
Epoch  91 Batch   54/134 - Train Accuracy:  0.899, Validation Accuracy:  0.914, Loss:  0.051
Epoch  91 Batch   55/134 - Train Accuracy:  0.912, Validation Accuracy:  0.914, Loss:  0.054
Epoch  91 Batch   56/134 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.049
Epoch  91 Batch   57/134 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.051
Epoch  91 Batch   58/134 - Train Accuracy:  0.914, Validation Accuracy:  0.914, Loss:  0.048
Epoch  91 Batch   59/134 - Train Accuracy:  0.907, Validation Accuracy:  0.914, Loss:  0.050
Epoch  91 Batch   60/134 - Train Accuracy:  0.921, Validation Accuracy:  0.914, Loss:  0.045
Epoch  91 Batch   61/134 - Train Accuracy:  0.910, Validation Accuracy:  0.915, Loss:  0.045
Epoch  91 Batch   62/134 - Train Accuracy:  0.906, Validation Accuracy:  0.914, Loss:  0.049
Epoch  91 Batch   63/134 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.048
Epoch  91 Batch   64/134 - Train Accuracy:  0.909, Validation Accuracy:  0.912, Loss:  0.051
Epoch  91 Batch   65/134 - Train Accuracy:  0.896, Validation Accuracy:  0.912, Loss:  0.051
Epoch  91 Batch   66/134 - Train Accuracy:  0.915, Validation Accuracy:  0.911, Loss:  0.045
Epoch  91 Batch   67/134 - Train Accuracy:  0.896, Validation Accuracy:  0.913, Loss:  0.050
Epoch  91 Batch   68/134 - Train Accuracy:  0.909, Validation Accuracy:  0.913, Loss:  0.053
Epoch  91 Batch   69/134 - Train Accuracy:  0.909, Validation Accuracy:  0.914, Loss:  0.053
Epoch  91 Batch   70/134 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.050
Epoch  91 Batch   71/134 - Train Accuracy:  0.923, Validation Accuracy:  0.915, Loss:  0.042
Epoch  91 Batch   72/134 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.047
Epoch  91 Batch   73/134 - Train Accuracy:  0.915, Validation Accuracy:  0.913, Loss:  0.050
Epoch  91 Batch   74/134 - Train Accuracy:  0.900, Validation Accuracy:  0.914, Loss:  0.056
Epoch  91 Batch   75/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.052
Epoch  91 Batch   76/134 - Train Accuracy:  0.924, Validation Accuracy:  0.915, Loss:  0.048
Epoch  91 Batch   77/134 - Train Accuracy:  0.909, Validation Accuracy:  0.913, Loss:  0.048
Epoch  91 Batch   78/134 - Train Accuracy:  0.905, Validation Accuracy:  0.912, Loss:  0.049
Epoch  91 Batch   79/134 - Train Accuracy:  0.906, Validation Accuracy:  0.913, Loss:  0.048
Epoch  91 Batch   80/134 - Train Accuracy:  0.919, Validation Accuracy:  0.912, Loss:  0.049
Epoch  91 Batch   81/134 - Train Accuracy:  0.921, Validation Accuracy:  0.917, Loss:  0.050
Epoch  91 Batch   82/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.047
Epoch  91 Batch   83/134 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.050
Epoch  91 Batch   84/134 - Train Accuracy:  0.895, Validation Accuracy:  0.912, Loss:  0.048
Epoch  91 Batch   85/134 - Train Accuracy:  0.908, Validation Accuracy:  0.913, Loss:  0.051
Epoch  91 Batch   86/134 - Train Accuracy:  0.920, Validation Accuracy:  0.914, Loss:  0.048
Epoch  91 Batch   87/134 - Train Accuracy:  0.910, Validation Accuracy:  0.913, Loss:  0.056
Epoch  91 Batch   88/134 - Train Accuracy:  0.917, Validation Accuracy:  0.913, Loss:  0.045
Epoch  91 Batch   89/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.047
Epoch  91 Batch   90/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.050
Epoch  91 Batch   91/134 - Train Accuracy:  0.923, Validation Accuracy:  0.913, Loss:  0.041
Epoch  91 Batch   92/134 - Train Accuracy:  0.917, Validation Accuracy:  0.913, Loss:  0.046
Epoch  91 Batch   93/134 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.049
Epoch  91 Batch   94/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.047
Epoch  91 Batch   95/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.048
Epoch  91 Batch   96/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.047
Epoch  91 Batch   97/134 - Train Accuracy:  0.910, Validation Accuracy:  0.913, Loss:  0.049
Epoch  91 Batch   98/134 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.050
Epoch  91 Batch   99/134 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.050
Epoch  91 Batch  100/134 - Train Accuracy:  0.913, Validation Accuracy:  0.917, Loss:  0.052
Epoch  91 Batch  101/134 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.051
Epoch  91 Batch  102/134 - Train Accuracy:  0.915, Validation Accuracy:  0.913, Loss:  0.050
Epoch  91 Batch  103/134 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.048
Epoch  91 Batch  104/134 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.048
Epoch  91 Batch  105/134 - Train Accuracy:  0.917, Validation Accuracy:  0.913, Loss:  0.053
Epoch  91 Batch  106/134 - Train Accuracy:  0.902, Validation Accuracy:  0.912, Loss:  0.049
Epoch  91 Batch  107/134 - Train Accuracy:  0.921, Validation Accuracy:  0.915, Loss:  0.051
Epoch  91 Batch  108/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.049
Epoch  91 Batch  109/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.047
Epoch  91 Batch  110/134 - Train Accuracy:  0.919, Validation Accuracy:  0.916, Loss:  0.049
Epoch  91 Batch  111/134 - Train Accuracy:  0.911, Validation Accuracy:  0.914, Loss:  0.050
Epoch  91 Batch  112/134 - Train Accuracy:  0.910, Validation Accuracy:  0.913, Loss:  0.046
Epoch  91 Batch  113/134 - Train Accuracy:  0.926, Validation Accuracy:  0.913, Loss:  0.051
Epoch  91 Batch  114/134 - Train Accuracy:  0.911, Validation Accuracy:  0.914, Loss:  0.051
Epoch  91 Batch  115/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.049
Epoch  91 Batch  116/134 - Train Accuracy:  0.917, Validation Accuracy:  0.914, Loss:  0.051
Epoch  91 Batch  117/134 - Train Accuracy:  0.924, Validation Accuracy:  0.914, Loss:  0.045
Epoch  91 Batch  118/134 - Train Accuracy:  0.911, Validation Accuracy:  0.915, Loss:  0.046
Epoch  91 Batch  119/134 - Train Accuracy:  0.925, Validation Accuracy:  0.915, Loss:  0.043
Epoch  91 Batch  120/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.050
Epoch  91 Batch  121/134 - Train Accuracy:  0.914, Validation Accuracy:  0.914, Loss:  0.046
Epoch  91 Batch  122/134 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.049
Epoch  91 Batch  123/134 - Train Accuracy:  0.923, Validation Accuracy:  0.914, Loss:  0.046
Epoch  91 Batch  124/134 - Train Accuracy:  0.922, Validation Accuracy:  0.914, Loss:  0.042
Epoch  91 Batch  125/134 - Train Accuracy:  0.923, Validation Accuracy:  0.914, Loss:  0.044
Epoch  91 Batch  126/134 - Train Accuracy:  0.902, Validation Accuracy:  0.914, Loss:  0.049
Epoch  91 Batch  127/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.046
Epoch  91 Batch  128/134 - Train Accuracy:  0.904, Validation Accuracy:  0.914, Loss:  0.052
Epoch  91 Batch  129/134 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.051
Epoch  91 Batch  130/134 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.046
Epoch  91 Batch  131/134 - Train Accuracy:  0.906, Validation Accuracy:  0.916, Loss:  0.053
Epoch  91 Batch  132/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.046
Epoch  92 Batch    0/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch    1/134 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.049
Epoch  92 Batch    2/134 - Train Accuracy:  0.918, Validation Accuracy:  0.915, Loss:  0.046
Epoch  92 Batch    3/134 - Train Accuracy:  0.918, Validation Accuracy:  0.916, Loss:  0.049
Epoch  92 Batch    4/134 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch    5/134 - Train Accuracy:  0.922, Validation Accuracy:  0.916, Loss:  0.052
Epoch  92 Batch    6/134 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.044
Epoch  92 Batch    7/134 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.047
Epoch  92 Batch    8/134 - Train Accuracy:  0.918, Validation Accuracy:  0.911, Loss:  0.048
Epoch  92 Batch    9/134 - Train Accuracy:  0.920, Validation Accuracy:  0.913, Loss:  0.043
Epoch  92 Batch   10/134 - Train Accuracy:  0.913, Validation Accuracy:  0.913, Loss:  0.049
Epoch  92 Batch   11/134 - Train Accuracy:  0.908, Validation Accuracy:  0.916, Loss:  0.047
Epoch  92 Batch   12/134 - Train Accuracy:  0.921, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch   13/134 - Train Accuracy:  0.898, Validation Accuracy:  0.916, Loss:  0.051
Epoch  92 Batch   14/134 - Train Accuracy:  0.919, Validation Accuracy:  0.914, Loss:  0.049
Epoch  92 Batch   15/134 - Train Accuracy:  0.916, Validation Accuracy:  0.916, Loss:  0.046
Epoch  92 Batch   16/134 - Train Accuracy:  0.922, Validation Accuracy:  0.917, Loss:  0.044
Epoch  92 Batch   17/134 - Train Accuracy:  0.913, Validation Accuracy:  0.917, Loss:  0.055
Epoch  92 Batch   18/134 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.045
Epoch  92 Batch   19/134 - Train Accuracy:  0.910, Validation Accuracy:  0.917, Loss:  0.052
Epoch  92 Batch   20/134 - Train Accuracy:  0.915, Validation Accuracy:  0.915, Loss:  0.045
Epoch  92 Batch   21/134 - Train Accuracy:  0.916, Validation Accuracy:  0.915, Loss:  0.048
Epoch  92 Batch   22/134 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.047
Epoch  92 Batch   23/134 - Train Accuracy:  0.923, Validation Accuracy:  0.916, Loss:  0.043
Epoch  92 Batch   24/134 - Train Accuracy:  0.907, Validation Accuracy:  0.917, Loss:  0.049
Epoch  92 Batch   25/134 - Train Accuracy:  0.910, Validation Accuracy:  0.915, Loss:  0.044
Epoch  92 Batch   26/134 - Train Accuracy:  0.908, Validation Accuracy:  0.915, Loss:  0.049
Epoch  92 Batch   27/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.047
Epoch  92 Batch   28/134 - Train Accuracy:  0.913, Validation Accuracy:  0.917, Loss:  0.049
Epoch  92 Batch   29/134 - Train Accuracy:  0.918, Validation Accuracy:  0.916, Loss:  0.041
Epoch  92 Batch   30/134 - Train Accuracy:  0.919, Validation Accuracy:  0.917, Loss:  0.046
Epoch  92 Batch   31/134 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch   32/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.048
Epoch  92 Batch   33/134 - Train Accuracy:  0.905, Validation Accuracy:  0.916, Loss:  0.054
Epoch  92 Batch   34/134 - Train Accuracy:  0.903, Validation Accuracy:  0.916, Loss:  0.052
Epoch  92 Batch   35/134 - Train Accuracy:  0.915, Validation Accuracy:  0.915, Loss:  0.051
Epoch  92 Batch   36/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.049
Epoch  92 Batch   37/134 - Train Accuracy:  0.909, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch   38/134 - Train Accuracy:  0.920, Validation Accuracy:  0.916, Loss:  0.046
Epoch  92 Batch   39/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.049
Epoch  92 Batch   40/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.048
Epoch  92 Batch   41/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.056
Epoch  92 Batch   42/134 - Train Accuracy:  0.916, Validation Accuracy:  0.916, Loss:  0.045
Epoch  92 Batch   43/134 - Train Accuracy:  0.910, Validation Accuracy:  0.917, Loss:  0.049
Epoch  92 Batch   44/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.047
Epoch  92 Batch   45/134 - Train Accuracy:  0.920, Validation Accuracy:  0.915, Loss:  0.044
Epoch  92 Batch   46/134 - Train Accuracy:  0.919, Validation Accuracy:  0.915, Loss:  0.048
Epoch  92 Batch   47/134 - Train Accuracy:  0.905, Validation Accuracy:  0.915, Loss:  0.048
Epoch  92 Batch   48/134 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.049
Epoch  92 Batch   49/134 - Train Accuracy:  0.917, Validation Accuracy:  0.917, Loss:  0.047
Epoch  92 Batch   50/134 - Train Accuracy:  0.908, Validation Accuracy:  0.918, Loss:  0.051
Epoch  92 Batch   51/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.050
Epoch  92 Batch   52/134 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.047
Epoch  92 Batch   53/134 - Train Accuracy:  0.915, Validation Accuracy:  0.916, Loss:  0.046
Epoch  92 Batch   54/134 - Train Accuracy:  0.898, Validation Accuracy:  0.917, Loss:  0.049
Epoch  92 Batch   55/134 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.052
Epoch  92 Batch   56/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.047
Epoch  92 Batch   57/134 - Train Accuracy:  0.919, Validation Accuracy:  0.917, Loss:  0.050
Epoch  92 Batch   58/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.046
Epoch  92 Batch   59/134 - Train Accuracy:  0.908, Validation Accuracy:  0.916, Loss:  0.048
Epoch  92 Batch   60/134 - Train Accuracy:  0.921, Validation Accuracy:  0.916, Loss:  0.044
Epoch  92 Batch   61/134 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.043
Epoch  92 Batch   62/134 - Train Accuracy:  0.908, Validation Accuracy:  0.916, Loss:  0.047
Epoch  92 Batch   63/134 - Train Accuracy:  0.917, Validation Accuracy:  0.913, Loss:  0.046
Epoch  92 Batch   64/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.049
Epoch  92 Batch   65/134 - Train Accuracy:  0.899, Validation Accuracy:  0.915, Loss:  0.049
Epoch  92 Batch   66/134 - Train Accuracy:  0.918, Validation Accuracy:  0.917, Loss:  0.044
Epoch  92 Batch   67/134 - Train Accuracy:  0.898, Validation Accuracy:  0.917, Loss:  0.049
Epoch  92 Batch   68/134 - Train Accuracy:  0.911, Validation Accuracy:  0.918, Loss:  0.051
Epoch  92 Batch   69/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.051
Epoch  92 Batch   70/134 - Train Accuracy:  0.916, Validation Accuracy:  0.916, Loss:  0.048
Epoch  92 Batch   71/134 - Train Accuracy:  0.922, Validation Accuracy:  0.913, Loss:  0.041
Epoch  92 Batch   72/134 - Train Accuracy:  0.917, Validation Accuracy:  0.918, Loss:  0.045
Epoch  92 Batch   73/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.049
Epoch  92 Batch   74/134 - Train Accuracy:  0.902, Validation Accuracy:  0.917, Loss:  0.054
Epoch  92 Batch   75/134 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.051
Epoch  92 Batch   76/134 - Train Accuracy:  0.924, Validation Accuracy:  0.915, Loss:  0.046
Epoch  92 Batch   77/134 - Train Accuracy:  0.910, Validation Accuracy:  0.917, Loss:  0.047
Epoch  92 Batch   78/134 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch   79/134 - Train Accuracy:  0.909, Validation Accuracy:  0.916, Loss:  0.046
Epoch  92 Batch   80/134 - Train Accuracy:  0.920, Validation Accuracy:  0.916, Loss:  0.048
Epoch  92 Batch   81/134 - Train Accuracy:  0.922, Validation Accuracy:  0.919, Loss:  0.049
Epoch  92 Batch   82/134 - Train Accuracy:  0.914, Validation Accuracy:  0.916, Loss:  0.045
Epoch  92 Batch   83/134 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.048
Epoch  92 Batch   84/134 - Train Accuracy:  0.898, Validation Accuracy:  0.917, Loss:  0.046
Epoch  92 Batch   85/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.050
Epoch  92 Batch   86/134 - Train Accuracy:  0.922, Validation Accuracy:  0.918, Loss:  0.046
Epoch  92 Batch   87/134 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.054
Epoch  92 Batch   88/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.044
Epoch  92 Batch   89/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.046
Epoch  92 Batch   90/134 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch   91/134 - Train Accuracy:  0.924, Validation Accuracy:  0.917, Loss:  0.040
Epoch  92 Batch   92/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.044
Epoch  92 Batch   93/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.048
Epoch  92 Batch   94/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.046
Epoch  92 Batch   95/134 - Train Accuracy:  0.918, Validation Accuracy:  0.918, Loss:  0.046
Epoch  92 Batch   96/134 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.045
Epoch  92 Batch   97/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.048
Epoch  92 Batch   98/134 - Train Accuracy:  0.908, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch   99/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch  100/134 - Train Accuracy:  0.914, Validation Accuracy:  0.919, Loss:  0.050
Epoch  92 Batch  101/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.050
Epoch  92 Batch  102/134 - Train Accuracy:  0.915, Validation Accuracy:  0.915, Loss:  0.049
Epoch  92 Batch  103/134 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.046
Epoch  92 Batch  104/134 - Train Accuracy:  0.918, Validation Accuracy:  0.915, Loss:  0.047
Epoch  92 Batch  105/134 - Train Accuracy:  0.918, Validation Accuracy:  0.915, Loss:  0.051
Epoch  92 Batch  106/134 - Train Accuracy:  0.903, Validation Accuracy:  0.915, Loss:  0.048
Epoch  92 Batch  107/134 - Train Accuracy:  0.921, Validation Accuracy:  0.917, Loss:  0.050
Epoch  92 Batch  108/134 - Train Accuracy:  0.917, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch  109/134 - Train Accuracy:  0.918, Validation Accuracy:  0.917, Loss:  0.046
Epoch  92 Batch  110/134 - Train Accuracy:  0.921, Validation Accuracy:  0.916, Loss:  0.047
Epoch  92 Batch  111/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.049
Epoch  92 Batch  112/134 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.045
Epoch  92 Batch  113/134 - Train Accuracy:  0.927, Validation Accuracy:  0.915, Loss:  0.050
Epoch  92 Batch  114/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.049
Epoch  92 Batch  115/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.047
Epoch  92 Batch  116/134 - Train Accuracy:  0.919, Validation Accuracy:  0.915, Loss:  0.050
Epoch  92 Batch  117/134 - Train Accuracy:  0.922, Validation Accuracy:  0.916, Loss:  0.044
Epoch  92 Batch  118/134 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.045
Epoch  92 Batch  119/134 - Train Accuracy:  0.927, Validation Accuracy:  0.917, Loss:  0.042
Epoch  92 Batch  120/134 - Train Accuracy:  0.918, Validation Accuracy:  0.918, Loss:  0.049
Epoch  92 Batch  121/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.044
Epoch  92 Batch  122/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch  123/134 - Train Accuracy:  0.923, Validation Accuracy:  0.916, Loss:  0.045
Epoch  92 Batch  124/134 - Train Accuracy:  0.924, Validation Accuracy:  0.916, Loss:  0.041
Epoch  92 Batch  125/134 - Train Accuracy:  0.925, Validation Accuracy:  0.916, Loss:  0.043
Epoch  92 Batch  126/134 - Train Accuracy:  0.903, Validation Accuracy:  0.917, Loss:  0.048
Epoch  92 Batch  127/134 - Train Accuracy:  0.915, Validation Accuracy:  0.915, Loss:  0.045
Epoch  92 Batch  128/134 - Train Accuracy:  0.906, Validation Accuracy:  0.916, Loss:  0.051
Epoch  92 Batch  129/134 - Train Accuracy:  0.916, Validation Accuracy:  0.916, Loss:  0.050
Epoch  92 Batch  130/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.045
Epoch  92 Batch  131/134 - Train Accuracy:  0.907, Validation Accuracy:  0.918, Loss:  0.052
Epoch  92 Batch  132/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.045
Epoch  93 Batch    0/134 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.047
Epoch  93 Batch    1/134 - Train Accuracy:  0.912, Validation Accuracy:  0.919, Loss:  0.048
Epoch  93 Batch    2/134 - Train Accuracy:  0.919, Validation Accuracy:  0.918, Loss:  0.045
Epoch  93 Batch    3/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.047
Epoch  93 Batch    4/134 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.047
Epoch  93 Batch    5/134 - Train Accuracy:  0.921, Validation Accuracy:  0.917, Loss:  0.051
Epoch  93 Batch    6/134 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.043
Epoch  93 Batch    7/134 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.046
Epoch  93 Batch    8/134 - Train Accuracy:  0.921, Validation Accuracy:  0.916, Loss:  0.047
Epoch  93 Batch    9/134 - Train Accuracy:  0.921, Validation Accuracy:  0.916, Loss:  0.042
Epoch  93 Batch   10/134 - Train Accuracy:  0.915, Validation Accuracy:  0.916, Loss:  0.049
Epoch  93 Batch   11/134 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.046
Epoch  93 Batch   12/134 - Train Accuracy:  0.922, Validation Accuracy:  0.919, Loss:  0.047
Epoch  93 Batch   13/134 - Train Accuracy:  0.899, Validation Accuracy:  0.918, Loss:  0.050
Epoch  93 Batch   14/134 - Train Accuracy:  0.921, Validation Accuracy:  0.917, Loss:  0.048
Epoch  93 Batch   15/134 - Train Accuracy:  0.918, Validation Accuracy:  0.917, Loss:  0.045
Epoch  93 Batch   16/134 - Train Accuracy:  0.922, Validation Accuracy:  0.918, Loss:  0.043
Epoch  93 Batch   17/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.054
Epoch  93 Batch   18/134 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.044
Epoch  93 Batch   19/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.051
Epoch  93 Batch   20/134 - Train Accuracy:  0.915, Validation Accuracy:  0.918, Loss:  0.044
Epoch  93 Batch   21/134 - Train Accuracy:  0.918, Validation Accuracy:  0.916, Loss:  0.047
Epoch  93 Batch   22/134 - Train Accuracy:  0.916, Validation Accuracy:  0.915, Loss:  0.046
Epoch  93 Batch   23/134 - Train Accuracy:  0.923, Validation Accuracy:  0.915, Loss:  0.042
Epoch  93 Batch   24/134 - Train Accuracy:  0.908, Validation Accuracy:  0.916, Loss:  0.048
Epoch  93 Batch   25/134 - Train Accuracy:  0.911, Validation Accuracy:  0.915, Loss:  0.042
Epoch  93 Batch   26/134 - Train Accuracy:  0.909, Validation Accuracy:  0.915, Loss:  0.048
Epoch  93 Batch   27/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.046
Epoch  93 Batch   28/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.048
Epoch  93 Batch   29/134 - Train Accuracy:  0.920, Validation Accuracy:  0.918, Loss:  0.039
Epoch  93 Batch   30/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.045
Epoch  93 Batch   31/134 - Train Accuracy:  0.911, Validation Accuracy:  0.919, Loss:  0.047
Epoch  93 Batch   32/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.047
Epoch  93 Batch   33/134 - Train Accuracy:  0.907, Validation Accuracy:  0.918, Loss:  0.053
Epoch  93 Batch   34/134 - Train Accuracy:  0.904, Validation Accuracy:  0.918, Loss:  0.051
Epoch  93 Batch   35/134 - Train Accuracy:  0.915, Validation Accuracy:  0.918, Loss:  0.050
Epoch  93 Batch   36/134 - Train Accuracy:  0.917, Validation Accuracy:  0.918, Loss:  0.048
Epoch  93 Batch   37/134 - Train Accuracy:  0.909, Validation Accuracy:  0.918, Loss:  0.047
Epoch  93 Batch   38/134 - Train Accuracy:  0.922, Validation Accuracy:  0.920, Loss:  0.045
Epoch  93 Batch   39/134 - Train Accuracy:  0.914, Validation Accuracy:  0.918, Loss:  0.048
Epoch  93 Batch   40/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.047
Epoch  93 Batch   41/134 - Train Accuracy:  0.909, Validation Accuracy:  0.918, Loss:  0.055
Epoch  93 Batch   42/134 - Train Accuracy:  0.915, Validation Accuracy:  0.918, Loss:  0.044
Epoch  93 Batch   43/134 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.048
Epoch  93 Batch   44/134 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.046
Epoch  93 Batch   45/134 - Train Accuracy:  0.923, Validation Accuracy:  0.916, Loss:  0.043
Epoch  93 Batch   46/134 - Train Accuracy:  0.921, Validation Accuracy:  0.914, Loss:  0.047
Epoch  93 Batch   47/134 - Train Accuracy:  0.906, Validation Accuracy:  0.916, Loss:  0.047
Epoch  93 Batch   48/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.049
Epoch  93 Batch   49/134 - Train Accuracy:  0.918, Validation Accuracy:  0.919, Loss:  0.046
Epoch  93 Batch   50/134 - Train Accuracy:  0.910, Validation Accuracy:  0.919, Loss:  0.050
Epoch  93 Batch   51/134 - Train Accuracy:  0.908, Validation Accuracy:  0.916, Loss:  0.049
Epoch  93 Batch   52/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.046
Epoch  93 Batch   53/134 - Train Accuracy:  0.919, Validation Accuracy:  0.916, Loss:  0.045
Epoch  93 Batch   54/134 - Train Accuracy:  0.900, Validation Accuracy:  0.916, Loss:  0.048
Epoch  93 Batch   55/134 - Train Accuracy:  0.911, Validation Accuracy:  0.918, Loss:  0.051
Epoch  93 Batch   56/134 - Train Accuracy:  0.913, Validation Accuracy:  0.917, Loss:  0.047
Epoch  93 Batch   57/134 - Train Accuracy:  0.918, Validation Accuracy:  0.919, Loss:  0.049
Epoch  93 Batch   58/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.045
Epoch  93 Batch   59/134 - Train Accuracy:  0.909, Validation Accuracy:  0.917, Loss:  0.047
Epoch  93 Batch   60/134 - Train Accuracy:  0.921, Validation Accuracy:  0.916, Loss:  0.043
Epoch  93 Batch   61/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.042
Epoch  93 Batch   62/134 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.046
Epoch  93 Batch   63/134 - Train Accuracy:  0.918, Validation Accuracy:  0.917, Loss:  0.045
Epoch  93 Batch   64/134 - Train Accuracy:  0.911, Validation Accuracy:  0.916, Loss:  0.049
Epoch  93 Batch   65/134 - Train Accuracy:  0.900, Validation Accuracy:  0.918, Loss:  0.048
Epoch  93 Batch   66/134 - Train Accuracy:  0.918, Validation Accuracy:  0.918, Loss:  0.043
Epoch  93 Batch   67/134 - Train Accuracy:  0.901, Validation Accuracy:  0.918, Loss:  0.048
Epoch  93 Batch   68/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.050
Epoch  93 Batch   69/134 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.050
Epoch  93 Batch   70/134 - Train Accuracy:  0.914, Validation Accuracy:  0.915, Loss:  0.047
Epoch  93 Batch   71/134 - Train Accuracy:  0.926, Validation Accuracy:  0.917, Loss:  0.040
Epoch  93 Batch   72/134 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.045
Epoch  93 Batch   73/134 - Train Accuracy:  0.918, Validation Accuracy:  0.918, Loss:  0.048
Epoch  93 Batch   74/134 - Train Accuracy:  0.905, Validation Accuracy:  0.919, Loss:  0.053
Epoch  93 Batch   75/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.049
Epoch  93 Batch   76/134 - Train Accuracy:  0.924, Validation Accuracy:  0.917, Loss:  0.045
Epoch  93 Batch   77/134 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.046
Epoch  93 Batch   78/134 - Train Accuracy:  0.914, Validation Accuracy:  0.918, Loss:  0.047
Epoch  93 Batch   79/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.045
Epoch  93 Batch   80/134 - Train Accuracy:  0.919, Validation Accuracy:  0.918, Loss:  0.047
Epoch  93 Batch   81/134 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.048
Epoch  93 Batch   82/134 - Train Accuracy:  0.914, Validation Accuracy:  0.919, Loss:  0.044
Epoch  93 Batch   83/134 - Train Accuracy:  0.911, Validation Accuracy:  0.918, Loss:  0.047
Epoch  93 Batch   84/134 - Train Accuracy:  0.900, Validation Accuracy:  0.920, Loss:  0.045
Epoch  93 Batch   85/134 - Train Accuracy:  0.911, Validation Accuracy:  0.918, Loss:  0.049
Epoch  93 Batch   86/134 - Train Accuracy:  0.921, Validation Accuracy:  0.916, Loss:  0.045
Epoch  93 Batch   87/134 - Train Accuracy:  0.910, Validation Accuracy:  0.916, Loss:  0.053
Epoch  93 Batch   88/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.043
Epoch  93 Batch   89/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.045
Epoch  93 Batch   90/134 - Train Accuracy:  0.914, Validation Accuracy:  0.918, Loss:  0.047
Epoch  93 Batch   91/134 - Train Accuracy:  0.925, Validation Accuracy:  0.917, Loss:  0.039
Epoch  93 Batch   92/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.044
Epoch  93 Batch   93/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.047
Epoch  93 Batch   94/134 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.046
Epoch  93 Batch   95/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.045
Epoch  93 Batch   96/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.044
Epoch  93 Batch   97/134 - Train Accuracy:  0.910, Validation Accuracy:  0.921, Loss:  0.047
Epoch  93 Batch   98/134 - Train Accuracy:  0.910, Validation Accuracy:  0.919, Loss:  0.047
Epoch  93 Batch   99/134 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.047
Epoch  93 Batch  100/134 - Train Accuracy:  0.911, Validation Accuracy:  0.918, Loss:  0.049
Epoch  93 Batch  101/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.049
Epoch  93 Batch  102/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.048
Epoch  93 Batch  103/134 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.045
Epoch  93 Batch  104/134 - Train Accuracy:  0.919, Validation Accuracy:  0.918, Loss:  0.046
Epoch  93 Batch  105/134 - Train Accuracy:  0.917, Validation Accuracy:  0.915, Loss:  0.050
Epoch  93 Batch  106/134 - Train Accuracy:  0.905, Validation Accuracy:  0.916, Loss:  0.047
Epoch  93 Batch  107/134 - Train Accuracy:  0.922, Validation Accuracy:  0.917, Loss:  0.049
Epoch  93 Batch  108/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.047
Epoch  93 Batch  109/134 - Train Accuracy:  0.919, Validation Accuracy:  0.918, Loss:  0.045
Epoch  93 Batch  110/134 - Train Accuracy:  0.922, Validation Accuracy:  0.917, Loss:  0.046
Epoch  93 Batch  111/134 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.048
Epoch  93 Batch  112/134 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.044
Epoch  93 Batch  113/134 - Train Accuracy:  0.925, Validation Accuracy:  0.917, Loss:  0.049
Epoch  93 Batch  114/134 - Train Accuracy:  0.915, Validation Accuracy:  0.917, Loss:  0.048
Epoch  93 Batch  115/134 - Train Accuracy:  0.909, Validation Accuracy:  0.918, Loss:  0.046
Epoch  93 Batch  116/134 - Train Accuracy:  0.920, Validation Accuracy:  0.918, Loss:  0.049
Epoch  93 Batch  117/134 - Train Accuracy:  0.924, Validation Accuracy:  0.918, Loss:  0.043
Epoch  93 Batch  118/134 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.044
Epoch  93 Batch  119/134 - Train Accuracy:  0.928, Validation Accuracy:  0.919, Loss:  0.041
Epoch  93 Batch  120/134 - Train Accuracy:  0.920, Validation Accuracy:  0.918, Loss:  0.048
Epoch  93 Batch  121/134 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.043
Epoch  93 Batch  122/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.046
Epoch  93 Batch  123/134 - Train Accuracy:  0.923, Validation Accuracy:  0.917, Loss:  0.044
Epoch  93 Batch  124/134 - Train Accuracy:  0.924, Validation Accuracy:  0.916, Loss:  0.040
Epoch  93 Batch  125/134 - Train Accuracy:  0.927, Validation Accuracy:  0.918, Loss:  0.042
Epoch  93 Batch  126/134 - Train Accuracy:  0.904, Validation Accuracy:  0.916, Loss:  0.047
Epoch  93 Batch  127/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.044
Epoch  93 Batch  128/134 - Train Accuracy:  0.907, Validation Accuracy:  0.919, Loss:  0.050
Epoch  93 Batch  129/134 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.049
Epoch  93 Batch  130/134 - Train Accuracy:  0.915, Validation Accuracy:  0.916, Loss:  0.044
Epoch  93 Batch  131/134 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.051
Epoch  93 Batch  132/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.044
Epoch  94 Batch    0/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.046
Epoch  94 Batch    1/134 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.047
Epoch  94 Batch    2/134 - Train Accuracy:  0.920, Validation Accuracy:  0.920, Loss:  0.044
Epoch  94 Batch    3/134 - Train Accuracy:  0.921, Validation Accuracy:  0.917, Loss:  0.046
Epoch  94 Batch    4/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.046
Epoch  94 Batch    5/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.050
Epoch  94 Batch    6/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.042
Epoch  94 Batch    7/134 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.046
Epoch  94 Batch    8/134 - Train Accuracy:  0.922, Validation Accuracy:  0.918, Loss:  0.046
Epoch  94 Batch    9/134 - Train Accuracy:  0.922, Validation Accuracy:  0.919, Loss:  0.041
Epoch  94 Batch   10/134 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.048
Epoch  94 Batch   11/134 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.045
Epoch  94 Batch   12/134 - Train Accuracy:  0.924, Validation Accuracy:  0.922, Loss:  0.046
Epoch  94 Batch   13/134 - Train Accuracy:  0.900, Validation Accuracy:  0.919, Loss:  0.050
Epoch  94 Batch   14/134 - Train Accuracy:  0.920, Validation Accuracy:  0.918, Loss:  0.047
Epoch  94 Batch   15/134 - Train Accuracy:  0.918, Validation Accuracy:  0.919, Loss:  0.044
Epoch  94 Batch   16/134 - Train Accuracy:  0.921, Validation Accuracy:  0.921, Loss:  0.042
Epoch  94 Batch   17/134 - Train Accuracy:  0.915, Validation Accuracy:  0.922, Loss:  0.053
Epoch  94 Batch   18/134 - Train Accuracy:  0.914, Validation Accuracy:  0.918, Loss:  0.043
Epoch  94 Batch   19/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.050
Epoch  94 Batch   20/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.043
Epoch  94 Batch   21/134 - Train Accuracy:  0.918, Validation Accuracy:  0.915, Loss:  0.046
Epoch  94 Batch   22/134 - Train Accuracy:  0.917, Validation Accuracy:  0.917, Loss:  0.045
Epoch  94 Batch   23/134 - Train Accuracy:  0.923, Validation Accuracy:  0.917, Loss:  0.042
Epoch  94 Batch   24/134 - Train Accuracy:  0.909, Validation Accuracy:  0.917, Loss:  0.047
Epoch  94 Batch   25/134 - Train Accuracy:  0.911, Validation Accuracy:  0.918, Loss:  0.041
Epoch  94 Batch   26/134 - Train Accuracy:  0.910, Validation Accuracy:  0.919, Loss:  0.047
Epoch  94 Batch   27/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.045
Epoch  94 Batch   28/134 - Train Accuracy:  0.914, Validation Accuracy:  0.920, Loss:  0.047
Epoch  94 Batch   29/134 - Train Accuracy:  0.921, Validation Accuracy:  0.918, Loss:  0.039
Epoch  94 Batch   30/134 - Train Accuracy:  0.923, Validation Accuracy:  0.919, Loss:  0.044
Epoch  94 Batch   31/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.046
Epoch  94 Batch   32/134 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.046
Epoch  94 Batch   33/134 - Train Accuracy:  0.907, Validation Accuracy:  0.918, Loss:  0.052
Epoch  94 Batch   34/134 - Train Accuracy:  0.906, Validation Accuracy:  0.918, Loss:  0.050
Epoch  94 Batch   35/134 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.049
Epoch  94 Batch   36/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.047
Epoch  94 Batch   37/134 - Train Accuracy:  0.911, Validation Accuracy:  0.920, Loss:  0.046
Epoch  94 Batch   38/134 - Train Accuracy:  0.923, Validation Accuracy:  0.921, Loss:  0.044
Epoch  94 Batch   39/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.048
Epoch  94 Batch   40/134 - Train Accuracy:  0.915, Validation Accuracy:  0.918, Loss:  0.046
Epoch  94 Batch   41/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.054
Epoch  94 Batch   42/134 - Train Accuracy:  0.918, Validation Accuracy:  0.919, Loss:  0.044
Epoch  94 Batch   43/134 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.047
Epoch  94 Batch   44/134 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.045
Epoch  94 Batch   45/134 - Train Accuracy:  0.925, Validation Accuracy:  0.917, Loss:  0.042
Epoch  94 Batch   46/134 - Train Accuracy:  0.922, Validation Accuracy:  0.917, Loss:  0.046
Epoch  94 Batch   47/134 - Train Accuracy:  0.907, Validation Accuracy:  0.917, Loss:  0.047
Epoch  94 Batch   48/134 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.048
Epoch  94 Batch   49/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.045
Epoch  94 Batch   50/134 - Train Accuracy:  0.911, Validation Accuracy:  0.919, Loss:  0.049
Epoch  94 Batch   51/134 - Train Accuracy:  0.908, Validation Accuracy:  0.917, Loss:  0.048
Epoch  94 Batch   52/134 - Train Accuracy:  0.918, Validation Accuracy:  0.915, Loss:  0.045
Epoch  94 Batch   53/134 - Train Accuracy:  0.920, Validation Accuracy:  0.918, Loss:  0.044
Epoch  94 Batch   54/134 - Train Accuracy:  0.899, Validation Accuracy:  0.919, Loss:  0.048
Epoch  94 Batch   55/134 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.050
Epoch  94 Batch   56/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.046
Epoch  94 Batch   57/134 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.048
Epoch  94 Batch   58/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.044
Epoch  94 Batch   59/134 - Train Accuracy:  0.910, Validation Accuracy:  0.917, Loss:  0.047
Epoch  94 Batch   60/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.042
Epoch  94 Batch   61/134 - Train Accuracy:  0.914, Validation Accuracy:  0.918, Loss:  0.041
Epoch  94 Batch   62/134 - Train Accuracy:  0.911, Validation Accuracy:  0.919, Loss:  0.045
Epoch  94 Batch   63/134 - Train Accuracy:  0.921, Validation Accuracy:  0.918, Loss:  0.045
Epoch  94 Batch   64/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.048
Epoch  94 Batch   65/134 - Train Accuracy:  0.898, Validation Accuracy:  0.918, Loss:  0.047
Epoch  94 Batch   66/134 - Train Accuracy:  0.920, Validation Accuracy:  0.920, Loss:  0.042
Epoch  94 Batch   67/134 - Train Accuracy:  0.904, Validation Accuracy:  0.920, Loss:  0.047
Epoch  94 Batch   68/134 - Train Accuracy:  0.914, Validation Accuracy:  0.920, Loss:  0.049
Epoch  94 Batch   69/134 - Train Accuracy:  0.911, Validation Accuracy:  0.918, Loss:  0.049
Epoch  94 Batch   70/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.047
Epoch  94 Batch   71/134 - Train Accuracy:  0.926, Validation Accuracy:  0.919, Loss:  0.039
Epoch  94 Batch   72/134 - Train Accuracy:  0.917, Validation Accuracy:  0.918, Loss:  0.043
Epoch  94 Batch   73/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.047
Epoch  94 Batch   74/134 - Train Accuracy:  0.907, Validation Accuracy:  0.920, Loss:  0.052
Epoch  94 Batch   75/134 - Train Accuracy:  0.914, Validation Accuracy:  0.920, Loss:  0.049
Epoch  94 Batch   76/134 - Train Accuracy:  0.924, Validation Accuracy:  0.920, Loss:  0.044
Epoch  94 Batch   77/134 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.045
Epoch  94 Batch   78/134 - Train Accuracy:  0.914, Validation Accuracy:  0.919, Loss:  0.046
Epoch  94 Batch   79/134 - Train Accuracy:  0.910, Validation Accuracy:  0.919, Loss:  0.044
Epoch  94 Batch   80/134 - Train Accuracy:  0.923, Validation Accuracy:  0.920, Loss:  0.046
Epoch  94 Batch   81/134 - Train Accuracy:  0.923, Validation Accuracy:  0.920, Loss:  0.047
Epoch  94 Batch   82/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.043
Epoch  94 Batch   83/134 - Train Accuracy:  0.911, Validation Accuracy:  0.920, Loss:  0.046
Epoch  94 Batch   84/134 - Train Accuracy:  0.901, Validation Accuracy:  0.920, Loss:  0.044
Epoch  94 Batch   85/134 - Train Accuracy:  0.914, Validation Accuracy:  0.919, Loss:  0.048
Epoch  94 Batch   86/134 - Train Accuracy:  0.921, Validation Accuracy:  0.918, Loss:  0.044
Epoch  94 Batch   87/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.052
Epoch  94 Batch   88/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.042
Epoch  94 Batch   89/134 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.044
Epoch  94 Batch   90/134 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.046
Epoch  94 Batch   91/134 - Train Accuracy:  0.926, Validation Accuracy:  0.918, Loss:  0.038
Epoch  94 Batch   92/134 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.043
Epoch  94 Batch   93/134 - Train Accuracy:  0.921, Validation Accuracy:  0.921, Loss:  0.046
Epoch  94 Batch   94/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.045
Epoch  94 Batch   95/134 - Train Accuracy:  0.921, Validation Accuracy:  0.922, Loss:  0.044
Epoch  94 Batch   96/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.043
Epoch  94 Batch   97/134 - Train Accuracy:  0.911, Validation Accuracy:  0.920, Loss:  0.046
Epoch  94 Batch   98/134 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.046
Epoch  94 Batch   99/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.046
Epoch  94 Batch  100/134 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.048
Epoch  94 Batch  101/134 - Train Accuracy:  0.918, Validation Accuracy:  0.918, Loss:  0.048
Epoch  94 Batch  102/134 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.047
Epoch  94 Batch  103/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.044
Epoch  94 Batch  104/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.045
Epoch  94 Batch  105/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.049
Epoch  94 Batch  106/134 - Train Accuracy:  0.905, Validation Accuracy:  0.916, Loss:  0.046
Epoch  94 Batch  107/134 - Train Accuracy:  0.922, Validation Accuracy:  0.919, Loss:  0.048
Epoch  94 Batch  108/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.046
Epoch  94 Batch  109/134 - Train Accuracy:  0.919, Validation Accuracy:  0.917, Loss:  0.044
Epoch  94 Batch  110/134 - Train Accuracy:  0.924, Validation Accuracy:  0.919, Loss:  0.045
Epoch  94 Batch  111/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.047
Epoch  94 Batch  112/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.043
Epoch  94 Batch  113/134 - Train Accuracy:  0.925, Validation Accuracy:  0.918, Loss:  0.048
Epoch  94 Batch  114/134 - Train Accuracy:  0.917, Validation Accuracy:  0.918, Loss:  0.047
Epoch  94 Batch  115/134 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.045
Epoch  94 Batch  116/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.048
Epoch  94 Batch  117/134 - Train Accuracy:  0.926, Validation Accuracy:  0.918, Loss:  0.042
Epoch  94 Batch  118/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.043
Epoch  94 Batch  119/134 - Train Accuracy:  0.928, Validation Accuracy:  0.920, Loss:  0.040
Epoch  94 Batch  120/134 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.047
Epoch  94 Batch  121/134 - Train Accuracy:  0.914, Validation Accuracy:  0.919, Loss:  0.042
Epoch  94 Batch  122/134 - Train Accuracy:  0.915, Validation Accuracy:  0.918, Loss:  0.046
Epoch  94 Batch  123/134 - Train Accuracy:  0.925, Validation Accuracy:  0.917, Loss:  0.044
Epoch  94 Batch  124/134 - Train Accuracy:  0.925, Validation Accuracy:  0.917, Loss:  0.039
Epoch  94 Batch  125/134 - Train Accuracy:  0.929, Validation Accuracy:  0.919, Loss:  0.041
Epoch  94 Batch  126/134 - Train Accuracy:  0.906, Validation Accuracy:  0.917, Loss:  0.046
Epoch  94 Batch  127/134 - Train Accuracy:  0.915, Validation Accuracy:  0.918, Loss:  0.043
Epoch  94 Batch  128/134 - Train Accuracy:  0.907, Validation Accuracy:  0.921, Loss:  0.049
Epoch  94 Batch  129/134 - Train Accuracy:  0.921, Validation Accuracy:  0.918, Loss:  0.049
Epoch  94 Batch  130/134 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.043
Epoch  94 Batch  131/134 - Train Accuracy:  0.909, Validation Accuracy:  0.922, Loss:  0.050
Epoch  94 Batch  132/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.043
Epoch  95 Batch    0/134 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.045
Epoch  95 Batch    1/134 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.046
Epoch  95 Batch    2/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.043
Epoch  95 Batch    3/134 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.045
Epoch  95 Batch    4/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.045
Epoch  95 Batch    5/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.049
Epoch  95 Batch    6/134 - Train Accuracy:  0.915, Validation Accuracy:  0.918, Loss:  0.042
Epoch  95 Batch    7/134 - Train Accuracy:  0.914, Validation Accuracy:  0.918, Loss:  0.045
Epoch  95 Batch    8/134 - Train Accuracy:  0.923, Validation Accuracy:  0.919, Loss:  0.045
Epoch  95 Batch    9/134 - Train Accuracy:  0.922, Validation Accuracy:  0.919, Loss:  0.040
Epoch  95 Batch   10/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.047
Epoch  95 Batch   11/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.044
Epoch  95 Batch   12/134 - Train Accuracy:  0.925, Validation Accuracy:  0.923, Loss:  0.045
Epoch  95 Batch   13/134 - Train Accuracy:  0.898, Validation Accuracy:  0.917, Loss:  0.049
Epoch  95 Batch   14/134 - Train Accuracy:  0.917, Validation Accuracy:  0.918, Loss:  0.046
Epoch  95 Batch   15/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.044
Epoch  95 Batch   16/134 - Train Accuracy:  0.920, Validation Accuracy:  0.923, Loss:  0.041
Epoch  95 Batch   17/134 - Train Accuracy:  0.914, Validation Accuracy:  0.921, Loss:  0.052
Epoch  95 Batch   18/134 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.042
Epoch  95 Batch   19/134 - Train Accuracy:  0.911, Validation Accuracy:  0.918, Loss:  0.049
Epoch  95 Batch   20/134 - Train Accuracy:  0.918, Validation Accuracy:  0.918, Loss:  0.042
Epoch  95 Batch   21/134 - Train Accuracy:  0.916, Validation Accuracy:  0.917, Loss:  0.045
Epoch  95 Batch   22/134 - Train Accuracy:  0.918, Validation Accuracy:  0.918, Loss:  0.044
Epoch  95 Batch   23/134 - Train Accuracy:  0.922, Validation Accuracy:  0.919, Loss:  0.041
Epoch  95 Batch   24/134 - Train Accuracy:  0.908, Validation Accuracy:  0.919, Loss:  0.046
Epoch  95 Batch   25/134 - Train Accuracy:  0.912, Validation Accuracy:  0.919, Loss:  0.041
Epoch  95 Batch   26/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.046
Epoch  95 Batch   27/134 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.044
Epoch  95 Batch   28/134 - Train Accuracy:  0.914, Validation Accuracy:  0.921, Loss:  0.046
Epoch  95 Batch   29/134 - Train Accuracy:  0.922, Validation Accuracy:  0.920, Loss:  0.038
Epoch  95 Batch   30/134 - Train Accuracy:  0.922, Validation Accuracy:  0.920, Loss:  0.044
Epoch  95 Batch   31/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.045
Epoch  95 Batch   32/134 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.045
Epoch  95 Batch   33/134 - Train Accuracy:  0.907, Validation Accuracy:  0.919, Loss:  0.051
Epoch  95 Batch   34/134 - Train Accuracy:  0.906, Validation Accuracy:  0.919, Loss:  0.049
Epoch  95 Batch   35/134 - Train Accuracy:  0.918, Validation Accuracy:  0.919, Loss:  0.048
Epoch  95 Batch   36/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.046
Epoch  95 Batch   37/134 - Train Accuracy:  0.911, Validation Accuracy:  0.921, Loss:  0.045
Epoch  95 Batch   38/134 - Train Accuracy:  0.922, Validation Accuracy:  0.922, Loss:  0.044
Epoch  95 Batch   39/134 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.047
Epoch  95 Batch   40/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.045
Epoch  95 Batch   41/134 - Train Accuracy:  0.909, Validation Accuracy:  0.917, Loss:  0.054
Epoch  95 Batch   42/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.043
Epoch  95 Batch   43/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.046
Epoch  95 Batch   44/134 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.045
Epoch  95 Batch   45/134 - Train Accuracy:  0.926, Validation Accuracy:  0.917, Loss:  0.042
Epoch  95 Batch   46/134 - Train Accuracy:  0.921, Validation Accuracy:  0.917, Loss:  0.046
Epoch  95 Batch   47/134 - Train Accuracy:  0.908, Validation Accuracy:  0.918, Loss:  0.046
Epoch  95 Batch   48/134 - Train Accuracy:  0.923, Validation Accuracy:  0.920, Loss:  0.047
Epoch  95 Batch   49/134 - Train Accuracy:  0.923, Validation Accuracy:  0.923, Loss:  0.044
Epoch  95 Batch   50/134 - Train Accuracy:  0.911, Validation Accuracy:  0.919, Loss:  0.048
Epoch  95 Batch   51/134 - Train Accuracy:  0.907, Validation Accuracy:  0.916, Loss:  0.047
Epoch  95 Batch   52/134 - Train Accuracy:  0.918, Validation Accuracy:  0.917, Loss:  0.044
Epoch  95 Batch   53/134 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.044
Epoch  95 Batch   54/134 - Train Accuracy:  0.901, Validation Accuracy:  0.919, Loss:  0.047
Epoch  95 Batch   55/134 - Train Accuracy:  0.912, Validation Accuracy:  0.919, Loss:  0.049
Epoch  95 Batch   56/134 - Train Accuracy:  0.920, Validation Accuracy:  0.920, Loss:  0.046
Epoch  95 Batch   57/134 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.047
Epoch  95 Batch   58/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.043
Epoch  95 Batch   59/134 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.046
Epoch  95 Batch   60/134 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.041
Epoch  95 Batch   61/134 - Train Accuracy:  0.915, Validation Accuracy:  0.921, Loss:  0.041
Epoch  95 Batch   62/134 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.044
Epoch  95 Batch   63/134 - Train Accuracy:  0.920, Validation Accuracy:  0.918, Loss:  0.044
Epoch  95 Batch   64/134 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.047
Epoch  95 Batch   65/134 - Train Accuracy:  0.902, Validation Accuracy:  0.920, Loss:  0.046
Epoch  95 Batch   66/134 - Train Accuracy:  0.921, Validation Accuracy:  0.921, Loss:  0.041
Epoch  95 Batch   67/134 - Train Accuracy:  0.904, Validation Accuracy:  0.920, Loss:  0.046
Epoch  95 Batch   68/134 - Train Accuracy:  0.916, Validation Accuracy:  0.921, Loss:  0.048
Epoch  95 Batch   69/134 - Train Accuracy:  0.912, Validation Accuracy:  0.919, Loss:  0.048
Epoch  95 Batch   70/134 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.046
Epoch  95 Batch   71/134 - Train Accuracy:  0.928, Validation Accuracy:  0.920, Loss:  0.038
Epoch  95 Batch   72/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.043
Epoch  95 Batch   73/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.046
Epoch  95 Batch   74/134 - Train Accuracy:  0.908, Validation Accuracy:  0.921, Loss:  0.051
Epoch  95 Batch   75/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.048
Epoch  95 Batch   76/134 - Train Accuracy:  0.924, Validation Accuracy:  0.921, Loss:  0.043
Epoch  95 Batch   77/134 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.044
Epoch  95 Batch   78/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.045
Epoch  95 Batch   79/134 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.044
Epoch  95 Batch   80/134 - Train Accuracy:  0.924, Validation Accuracy:  0.922, Loss:  0.045
Epoch  95 Batch   81/134 - Train Accuracy:  0.925, Validation Accuracy:  0.922, Loss:  0.046
Epoch  95 Batch   82/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.042
Epoch  95 Batch   83/134 - Train Accuracy:  0.912, Validation Accuracy:  0.922, Loss:  0.046
Epoch  95 Batch   84/134 - Train Accuracy:  0.901, Validation Accuracy:  0.920, Loss:  0.044
Epoch  95 Batch   85/134 - Train Accuracy:  0.914, Validation Accuracy:  0.919, Loss:  0.047
Epoch  95 Batch   86/134 - Train Accuracy:  0.921, Validation Accuracy:  0.918, Loss:  0.044
Epoch  95 Batch   87/134 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.051
Epoch  95 Batch   88/134 - Train Accuracy:  0.917, Validation Accuracy:  0.921, Loss:  0.041
Epoch  95 Batch   89/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.043
Epoch  95 Batch   90/134 - Train Accuracy:  0.915, Validation Accuracy:  0.921, Loss:  0.046
Epoch  95 Batch   91/134 - Train Accuracy:  0.926, Validation Accuracy:  0.919, Loss:  0.037
Epoch  95 Batch   92/134 - Train Accuracy:  0.924, Validation Accuracy:  0.920, Loss:  0.042
Epoch  95 Batch   93/134 - Train Accuracy:  0.920, Validation Accuracy:  0.922, Loss:  0.045
Epoch  95 Batch   94/134 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.044
Epoch  95 Batch   95/134 - Train Accuracy:  0.922, Validation Accuracy:  0.922, Loss:  0.043
Epoch  95 Batch   96/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.042
Epoch  95 Batch   97/134 - Train Accuracy:  0.911, Validation Accuracy:  0.922, Loss:  0.045
Epoch  95 Batch   98/134 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.045
Epoch  95 Batch   99/134 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.045
Epoch  95 Batch  100/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.047
Epoch  95 Batch  101/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.047
Epoch  95 Batch  102/134 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.046
Epoch  95 Batch  103/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.043
Epoch  95 Batch  104/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.044
Epoch  95 Batch  105/134 - Train Accuracy:  0.918, Validation Accuracy:  0.919, Loss:  0.048
Epoch  95 Batch  106/134 - Train Accuracy:  0.908, Validation Accuracy:  0.920, Loss:  0.045
Epoch  95 Batch  107/134 - Train Accuracy:  0.920, Validation Accuracy:  0.920, Loss:  0.047
Epoch  95 Batch  108/134 - Train Accuracy:  0.920, Validation Accuracy:  0.920, Loss:  0.045
Epoch  95 Batch  109/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.043
Epoch  95 Batch  110/134 - Train Accuracy:  0.926, Validation Accuracy:  0.920, Loss:  0.044
Epoch  95 Batch  111/134 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.046
Epoch  95 Batch  112/134 - Train Accuracy:  0.915, Validation Accuracy:  0.921, Loss:  0.043
Epoch  95 Batch  113/134 - Train Accuracy:  0.924, Validation Accuracy:  0.919, Loss:  0.047
Epoch  95 Batch  114/134 - Train Accuracy:  0.918, Validation Accuracy:  0.919, Loss:  0.046
Epoch  95 Batch  115/134 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.045
Epoch  95 Batch  116/134 - Train Accuracy:  0.922, Validation Accuracy:  0.920, Loss:  0.047
Epoch  95 Batch  117/134 - Train Accuracy:  0.928, Validation Accuracy:  0.918, Loss:  0.041
Epoch  95 Batch  118/134 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.043
Epoch  95 Batch  119/134 - Train Accuracy:  0.930, Validation Accuracy:  0.919, Loss:  0.040
Epoch  95 Batch  120/134 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.046
Epoch  95 Batch  121/134 - Train Accuracy:  0.918, Validation Accuracy:  0.919, Loss:  0.042
Epoch  95 Batch  122/134 - Train Accuracy:  0.915, Validation Accuracy:  0.921, Loss:  0.045
Epoch  95 Batch  123/134 - Train Accuracy:  0.925, Validation Accuracy:  0.920, Loss:  0.043
Epoch  95 Batch  124/134 - Train Accuracy:  0.925, Validation Accuracy:  0.920, Loss:  0.038
Epoch  95 Batch  125/134 - Train Accuracy:  0.929, Validation Accuracy:  0.919, Loss:  0.040
Epoch  95 Batch  126/134 - Train Accuracy:  0.907, Validation Accuracy:  0.918, Loss:  0.046
Epoch  95 Batch  127/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.043
Epoch  95 Batch  128/134 - Train Accuracy:  0.907, Validation Accuracy:  0.922, Loss:  0.048
Epoch  95 Batch  129/134 - Train Accuracy:  0.924, Validation Accuracy:  0.920, Loss:  0.048
Epoch  95 Batch  130/134 - Train Accuracy:  0.916, Validation Accuracy:  0.922, Loss:  0.042
Epoch  95 Batch  131/134 - Train Accuracy:  0.911, Validation Accuracy:  0.922, Loss:  0.050
Epoch  95 Batch  132/134 - Train Accuracy:  0.916, Validation Accuracy:  0.921, Loss:  0.043
Epoch  96 Batch    0/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.045
Epoch  96 Batch    1/134 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.045
Epoch  96 Batch    2/134 - Train Accuracy:  0.924, Validation Accuracy:  0.922, Loss:  0.042
Epoch  96 Batch    3/134 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.045
Epoch  96 Batch    4/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.044
Epoch  96 Batch    5/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.048
Epoch  96 Batch    6/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.041
Epoch  96 Batch    7/134 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.044
Epoch  96 Batch    8/134 - Train Accuracy:  0.920, Validation Accuracy:  0.920, Loss:  0.044
Epoch  96 Batch    9/134 - Train Accuracy:  0.923, Validation Accuracy:  0.922, Loss:  0.040
Epoch  96 Batch   10/134 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.046
Epoch  96 Batch   11/134 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.043
Epoch  96 Batch   12/134 - Train Accuracy:  0.926, Validation Accuracy:  0.921, Loss:  0.045
Epoch  96 Batch   13/134 - Train Accuracy:  0.897, Validation Accuracy:  0.919, Loss:  0.048
Epoch  96 Batch   14/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.046
Epoch  96 Batch   15/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.043
Epoch  96 Batch   16/134 - Train Accuracy:  0.921, Validation Accuracy:  0.923, Loss:  0.041
Epoch  96 Batch   17/134 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.051
Epoch  96 Batch   18/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.041
Epoch  96 Batch   19/134 - Train Accuracy:  0.911, Validation Accuracy:  0.918, Loss:  0.049
Epoch  96 Batch   20/134 - Train Accuracy:  0.918, Validation Accuracy:  0.918, Loss:  0.042
Epoch  96 Batch   21/134 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.045
Epoch  96 Batch   22/134 - Train Accuracy:  0.918, Validation Accuracy:  0.919, Loss:  0.043
Epoch  96 Batch   23/134 - Train Accuracy:  0.924, Validation Accuracy:  0.920, Loss:  0.040
Epoch  96 Batch   24/134 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.045
Epoch  96 Batch   25/134 - Train Accuracy:  0.912, Validation Accuracy:  0.919, Loss:  0.040
Epoch  96 Batch   26/134 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.045
Epoch  96 Batch   27/134 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.043
Epoch  96 Batch   28/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.045
Epoch  96 Batch   29/134 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.037
Epoch  96 Batch   30/134 - Train Accuracy:  0.923, Validation Accuracy:  0.920, Loss:  0.043
Epoch  96 Batch   31/134 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.044
Epoch  96 Batch   32/134 - Train Accuracy:  0.920, Validation Accuracy:  0.920, Loss:  0.045
Epoch  96 Batch   33/134 - Train Accuracy:  0.907, Validation Accuracy:  0.919, Loss:  0.050
Epoch  96 Batch   34/134 - Train Accuracy:  0.906, Validation Accuracy:  0.919, Loss:  0.048
Epoch  96 Batch   35/134 - Train Accuracy:  0.917, Validation Accuracy:  0.921, Loss:  0.047
Epoch  96 Batch   36/134 - Train Accuracy:  0.920, Validation Accuracy:  0.922, Loss:  0.045
Epoch  96 Batch   37/134 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.044
Epoch  96 Batch   38/134 - Train Accuracy:  0.925, Validation Accuracy:  0.923, Loss:  0.043
Epoch  96 Batch   39/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.046
Epoch  96 Batch   40/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.044
Epoch  96 Batch   41/134 - Train Accuracy:  0.910, Validation Accuracy:  0.921, Loss:  0.053
Epoch  96 Batch   42/134 - Train Accuracy:  0.923, Validation Accuracy:  0.919, Loss:  0.042
Epoch  96 Batch   43/134 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.045
Epoch  96 Batch   44/134 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.044
Epoch  96 Batch   45/134 - Train Accuracy:  0.925, Validation Accuracy:  0.919, Loss:  0.041
Epoch  96 Batch   46/134 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.045
Epoch  96 Batch   47/134 - Train Accuracy:  0.908, Validation Accuracy:  0.921, Loss:  0.045
Epoch  96 Batch   48/134 - Train Accuracy:  0.927, Validation Accuracy:  0.921, Loss:  0.046
Epoch  96 Batch   49/134 - Train Accuracy:  0.924, Validation Accuracy:  0.923, Loss:  0.044
Epoch  96 Batch   50/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.048
Epoch  96 Batch   51/134 - Train Accuracy:  0.908, Validation Accuracy:  0.917, Loss:  0.046
Epoch  96 Batch   52/134 - Train Accuracy:  0.917, Validation Accuracy:  0.916, Loss:  0.043
Epoch  96 Batch   53/134 - Train Accuracy:  0.922, Validation Accuracy:  0.919, Loss:  0.043
Epoch  96 Batch   54/134 - Train Accuracy:  0.902, Validation Accuracy:  0.920, Loss:  0.046
Epoch  96 Batch   55/134 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.048
Epoch  96 Batch   56/134 - Train Accuracy:  0.921, Validation Accuracy:  0.922, Loss:  0.045
Epoch  96 Batch   57/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.046
Epoch  96 Batch   58/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.043
Epoch  96 Batch   59/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.045
Epoch  96 Batch   60/134 - Train Accuracy:  0.924, Validation Accuracy:  0.921, Loss:  0.040
Epoch  96 Batch   61/134 - Train Accuracy:  0.914, Validation Accuracy:  0.923, Loss:  0.040
Epoch  96 Batch   62/134 - Train Accuracy:  0.914, Validation Accuracy:  0.920, Loss:  0.043
Epoch  96 Batch   63/134 - Train Accuracy:  0.919, Validation Accuracy:  0.917, Loss:  0.043
Epoch  96 Batch   64/134 - Train Accuracy:  0.911, Validation Accuracy:  0.920, Loss:  0.046
Epoch  96 Batch   65/134 - Train Accuracy:  0.904, Validation Accuracy:  0.919, Loss:  0.046
Epoch  96 Batch   66/134 - Train Accuracy:  0.921, Validation Accuracy:  0.921, Loss:  0.041
Epoch  96 Batch   67/134 - Train Accuracy:  0.904, Validation Accuracy:  0.922, Loss:  0.045
Epoch  96 Batch   68/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.047
Epoch  96 Batch   69/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.048
Epoch  96 Batch   70/134 - Train Accuracy:  0.915, Validation Accuracy:  0.921, Loss:  0.046
Epoch  96 Batch   71/134 - Train Accuracy:  0.927, Validation Accuracy:  0.920, Loss:  0.038
Epoch  96 Batch   72/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.042
Epoch  96 Batch   73/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.046
Epoch  96 Batch   74/134 - Train Accuracy:  0.907, Validation Accuracy:  0.921, Loss:  0.051
Epoch  96 Batch   75/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.047
Epoch  96 Batch   76/134 - Train Accuracy:  0.927, Validation Accuracy:  0.921, Loss:  0.043
Epoch  96 Batch   77/134 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.043
Epoch  96 Batch   78/134 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.044
Epoch  96 Batch   79/134 - Train Accuracy:  0.912, Validation Accuracy:  0.922, Loss:  0.043
Epoch  96 Batch   80/134 - Train Accuracy:  0.926, Validation Accuracy:  0.923, Loss:  0.044
Epoch  96 Batch   81/134 - Train Accuracy:  0.926, Validation Accuracy:  0.923, Loss:  0.045
Epoch  96 Batch   82/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.041
Epoch  96 Batch   83/134 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.045
Epoch  96 Batch   84/134 - Train Accuracy:  0.904, Validation Accuracy:  0.921, Loss:  0.043
Epoch  96 Batch   85/134 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.046
Epoch  96 Batch   86/134 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.043
Epoch  96 Batch   87/134 - Train Accuracy:  0.911, Validation Accuracy:  0.921, Loss:  0.050
Epoch  96 Batch   88/134 - Train Accuracy:  0.917, Validation Accuracy:  0.921, Loss:  0.040
Epoch  96 Batch   89/134 - Train Accuracy:  0.921, Validation Accuracy:  0.923, Loss:  0.042
Epoch  96 Batch   90/134 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.045
Epoch  96 Batch   91/134 - Train Accuracy:  0.927, Validation Accuracy:  0.920, Loss:  0.037
Epoch  96 Batch   92/134 - Train Accuracy:  0.926, Validation Accuracy:  0.925, Loss:  0.041
Epoch  96 Batch   93/134 - Train Accuracy:  0.919, Validation Accuracy:  0.924, Loss:  0.044
Epoch  96 Batch   94/134 - Train Accuracy:  0.915, Validation Accuracy:  0.922, Loss:  0.044
Epoch  96 Batch   95/134 - Train Accuracy:  0.921, Validation Accuracy:  0.923, Loss:  0.043
Epoch  96 Batch   96/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.042
Epoch  96 Batch   97/134 - Train Accuracy:  0.909, Validation Accuracy:  0.922, Loss:  0.045
Epoch  96 Batch   98/134 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.045
Epoch  96 Batch   99/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.045
Epoch  96 Batch  100/134 - Train Accuracy:  0.914, Validation Accuracy:  0.923, Loss:  0.046
Epoch  96 Batch  101/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.047
Epoch  96 Batch  102/134 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.046
Epoch  96 Batch  103/134 - Train Accuracy:  0.906, Validation Accuracy:  0.919, Loss:  0.043
Epoch  96 Batch  104/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.044
Epoch  96 Batch  105/134 - Train Accuracy:  0.918, Validation Accuracy:  0.923, Loss:  0.047
Epoch  96 Batch  106/134 - Train Accuracy:  0.910, Validation Accuracy:  0.920, Loss:  0.045
Epoch  96 Batch  107/134 - Train Accuracy:  0.920, Validation Accuracy:  0.920, Loss:  0.046
Epoch  96 Batch  108/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.045
Epoch  96 Batch  109/134 - Train Accuracy:  0.922, Validation Accuracy:  0.919, Loss:  0.042
Epoch  96 Batch  110/134 - Train Accuracy:  0.927, Validation Accuracy:  0.920, Loss:  0.043
Epoch  96 Batch  111/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.046
Epoch  96 Batch  112/134 - Train Accuracy:  0.912, Validation Accuracy:  0.922, Loss:  0.042
Epoch  96 Batch  113/134 - Train Accuracy:  0.926, Validation Accuracy:  0.921, Loss:  0.047
Epoch  96 Batch  114/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.045
Epoch  96 Batch  115/134 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.044
Epoch  96 Batch  116/134 - Train Accuracy:  0.922, Validation Accuracy:  0.919, Loss:  0.046
Epoch  96 Batch  117/134 - Train Accuracy:  0.927, Validation Accuracy:  0.920, Loss:  0.041
Epoch  96 Batch  118/134 - Train Accuracy:  0.914, Validation Accuracy:  0.921, Loss:  0.042
Epoch  96 Batch  119/134 - Train Accuracy:  0.929, Validation Accuracy:  0.920, Loss:  0.039
Epoch  96 Batch  120/134 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.046
Epoch  96 Batch  121/134 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.041
Epoch  96 Batch  122/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.044
Epoch  96 Batch  123/134 - Train Accuracy:  0.929, Validation Accuracy:  0.919, Loss:  0.042
Epoch  96 Batch  124/134 - Train Accuracy:  0.926, Validation Accuracy:  0.920, Loss:  0.038
Epoch  96 Batch  125/134 - Train Accuracy:  0.928, Validation Accuracy:  0.921, Loss:  0.040
Epoch  96 Batch  126/134 - Train Accuracy:  0.904, Validation Accuracy:  0.920, Loss:  0.045
Epoch  96 Batch  127/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.042
Epoch  96 Batch  128/134 - Train Accuracy:  0.906, Validation Accuracy:  0.922, Loss:  0.047
Epoch  96 Batch  129/134 - Train Accuracy:  0.924, Validation Accuracy:  0.920, Loss:  0.047
Epoch  96 Batch  130/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.042
Epoch  96 Batch  131/134 - Train Accuracy:  0.911, Validation Accuracy:  0.923, Loss:  0.048
Epoch  96 Batch  132/134 - Train Accuracy:  0.918, Validation Accuracy:  0.924, Loss:  0.042
Epoch  97 Batch    0/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.044
Epoch  97 Batch    1/134 - Train Accuracy:  0.914, Validation Accuracy:  0.923, Loss:  0.044
Epoch  97 Batch    2/134 - Train Accuracy:  0.923, Validation Accuracy:  0.923, Loss:  0.041
Epoch  97 Batch    3/134 - Train Accuracy:  0.925, Validation Accuracy:  0.920, Loss:  0.044
Epoch  97 Batch    4/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.043
Epoch  97 Batch    5/134 - Train Accuracy:  0.921, Validation Accuracy:  0.922, Loss:  0.048
Epoch  97 Batch    6/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.040
Epoch  97 Batch    7/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.043
Epoch  97 Batch    8/134 - Train Accuracy:  0.924, Validation Accuracy:  0.920, Loss:  0.044
Epoch  97 Batch    9/134 - Train Accuracy:  0.923, Validation Accuracy:  0.922, Loss:  0.039
Epoch  97 Batch   10/134 - Train Accuracy:  0.917, Validation Accuracy:  0.924, Loss:  0.045
Epoch  97 Batch   11/134 - Train Accuracy:  0.920, Validation Accuracy:  0.922, Loss:  0.042
Epoch  97 Batch   12/134 - Train Accuracy:  0.926, Validation Accuracy:  0.920, Loss:  0.044
Epoch  97 Batch   13/134 - Train Accuracy:  0.900, Validation Accuracy:  0.919, Loss:  0.047
Epoch  97 Batch   14/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.045
Epoch  97 Batch   15/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.043
Epoch  97 Batch   16/134 - Train Accuracy:  0.922, Validation Accuracy:  0.922, Loss:  0.040
Epoch  97 Batch   17/134 - Train Accuracy:  0.914, Validation Accuracy:  0.922, Loss:  0.051
Epoch  97 Batch   18/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.041
Epoch  97 Batch   19/134 - Train Accuracy:  0.911, Validation Accuracy:  0.921, Loss:  0.048
Epoch  97 Batch   20/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.041
Epoch  97 Batch   21/134 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.044
Epoch  97 Batch   22/134 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.042
Epoch  97 Batch   23/134 - Train Accuracy:  0.923, Validation Accuracy:  0.921, Loss:  0.039
Epoch  97 Batch   24/134 - Train Accuracy:  0.909, Validation Accuracy:  0.920, Loss:  0.045
Epoch  97 Batch   25/134 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.039
Epoch  97 Batch   26/134 - Train Accuracy:  0.911, Validation Accuracy:  0.923, Loss:  0.044
Epoch  97 Batch   27/134 - Train Accuracy:  0.914, Validation Accuracy:  0.921, Loss:  0.043
Epoch  97 Batch   28/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.045
Epoch  97 Batch   29/134 - Train Accuracy:  0.923, Validation Accuracy:  0.922, Loss:  0.037
Epoch  97 Batch   30/134 - Train Accuracy:  0.923, Validation Accuracy:  0.922, Loss:  0.042
Epoch  97 Batch   31/134 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.043
Epoch  97 Batch   32/134 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.044
Epoch  97 Batch   33/134 - Train Accuracy:  0.910, Validation Accuracy:  0.919, Loss:  0.049
Epoch  97 Batch   34/134 - Train Accuracy:  0.907, Validation Accuracy:  0.921, Loss:  0.047
Epoch  97 Batch   35/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.046
Epoch  97 Batch   36/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.044
Epoch  97 Batch   37/134 - Train Accuracy:  0.917, Validation Accuracy:  0.921, Loss:  0.044
Epoch  97 Batch   38/134 - Train Accuracy:  0.925, Validation Accuracy:  0.922, Loss:  0.042
Epoch  97 Batch   39/134 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.045
Epoch  97 Batch   40/134 - Train Accuracy:  0.917, Validation Accuracy:  0.921, Loss:  0.044
Epoch  97 Batch   41/134 - Train Accuracy:  0.912, Validation Accuracy:  0.923, Loss:  0.052
Epoch  97 Batch   42/134 - Train Accuracy:  0.925, Validation Accuracy:  0.921, Loss:  0.041
Epoch  97 Batch   43/134 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.045
Epoch  97 Batch   44/134 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.043
Epoch  97 Batch   45/134 - Train Accuracy:  0.927, Validation Accuracy:  0.918, Loss:  0.040
Epoch  97 Batch   46/134 - Train Accuracy:  0.923, Validation Accuracy:  0.920, Loss:  0.044
Epoch  97 Batch   47/134 - Train Accuracy:  0.910, Validation Accuracy:  0.922, Loss:  0.045
Epoch  97 Batch   48/134 - Train Accuracy:  0.929, Validation Accuracy:  0.923, Loss:  0.045
Epoch  97 Batch   49/134 - Train Accuracy:  0.923, Validation Accuracy:  0.922, Loss:  0.043
Epoch  97 Batch   50/134 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.047
Epoch  97 Batch   51/134 - Train Accuracy:  0.910, Validation Accuracy:  0.919, Loss:  0.046
Epoch  97 Batch   52/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.043
Epoch  97 Batch   53/134 - Train Accuracy:  0.925, Validation Accuracy:  0.922, Loss:  0.042
Epoch  97 Batch   54/134 - Train Accuracy:  0.904, Validation Accuracy:  0.922, Loss:  0.045
Epoch  97 Batch   55/134 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.048
Epoch  97 Batch   56/134 - Train Accuracy:  0.923, Validation Accuracy:  0.922, Loss:  0.044
Epoch  97 Batch   57/134 - Train Accuracy:  0.920, Validation Accuracy:  0.922, Loss:  0.045
Epoch  97 Batch   58/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.042
Epoch  97 Batch   59/134 - Train Accuracy:  0.915, Validation Accuracy:  0.921, Loss:  0.044
Epoch  97 Batch   60/134 - Train Accuracy:  0.924, Validation Accuracy:  0.923, Loss:  0.039
Epoch  97 Batch   61/134 - Train Accuracy:  0.915, Validation Accuracy:  0.924, Loss:  0.039
Epoch  97 Batch   62/134 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.043
Epoch  97 Batch   63/134 - Train Accuracy:  0.919, Validation Accuracy:  0.919, Loss:  0.042
Epoch  97 Batch   64/134 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.045
Epoch  97 Batch   65/134 - Train Accuracy:  0.903, Validation Accuracy:  0.921, Loss:  0.045
Epoch  97 Batch   66/134 - Train Accuracy:  0.921, Validation Accuracy:  0.922, Loss:  0.040
Epoch  97 Batch   67/134 - Train Accuracy:  0.906, Validation Accuracy:  0.922, Loss:  0.044
Epoch  97 Batch   68/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.046
Epoch  97 Batch   69/134 - Train Accuracy:  0.913, Validation Accuracy:  0.920, Loss:  0.047
Epoch  97 Batch   70/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.045
Epoch  97 Batch   71/134 - Train Accuracy:  0.928, Validation Accuracy:  0.921, Loss:  0.037
Epoch  97 Batch   72/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.041
Epoch  97 Batch   73/134 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.045
Epoch  97 Batch   74/134 - Train Accuracy:  0.908, Validation Accuracy:  0.922, Loss:  0.050
Epoch  97 Batch   75/134 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.046
Epoch  97 Batch   76/134 - Train Accuracy:  0.927, Validation Accuracy:  0.922, Loss:  0.042
Epoch  97 Batch   77/134 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.043
Epoch  97 Batch   78/134 - Train Accuracy:  0.913, Validation Accuracy:  0.923, Loss:  0.043
Epoch  97 Batch   79/134 - Train Accuracy:  0.915, Validation Accuracy:  0.923, Loss:  0.042
Epoch  97 Batch   80/134 - Train Accuracy:  0.927, Validation Accuracy:  0.923, Loss:  0.043
Epoch  97 Batch   81/134 - Train Accuracy:  0.926, Validation Accuracy:  0.923, Loss:  0.045
Epoch  97 Batch   82/134 - Train Accuracy:  0.921, Validation Accuracy:  0.924, Loss:  0.040
Epoch  97 Batch   83/134 - Train Accuracy:  0.915, Validation Accuracy:  0.922, Loss:  0.044
Epoch  97 Batch   84/134 - Train Accuracy:  0.907, Validation Accuracy:  0.921, Loss:  0.042
Epoch  97 Batch   85/134 - Train Accuracy:  0.916, Validation Accuracy:  0.921, Loss:  0.045
Epoch  97 Batch   86/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.042
Epoch  97 Batch   87/134 - Train Accuracy:  0.915, Validation Accuracy:  0.921, Loss:  0.050
Epoch  97 Batch   88/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.040
Epoch  97 Batch   89/134 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.042
Epoch  97 Batch   90/134 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.044
Epoch  97 Batch   91/134 - Train Accuracy:  0.927, Validation Accuracy:  0.921, Loss:  0.036
Epoch  97 Batch   92/134 - Train Accuracy:  0.926, Validation Accuracy:  0.925, Loss:  0.041
Epoch  97 Batch   93/134 - Train Accuracy:  0.921, Validation Accuracy:  0.925, Loss:  0.044
Epoch  97 Batch   94/134 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.043
Epoch  97 Batch   95/134 - Train Accuracy:  0.922, Validation Accuracy:  0.922, Loss:  0.043
Epoch  97 Batch   96/134 - Train Accuracy:  0.918, Validation Accuracy:  0.923, Loss:  0.041
Epoch  97 Batch   97/134 - Train Accuracy:  0.909, Validation Accuracy:  0.923, Loss:  0.044
Epoch  97 Batch   98/134 - Train Accuracy:  0.911, Validation Accuracy:  0.922, Loss:  0.044
Epoch  97 Batch   99/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.044
Epoch  97 Batch  100/134 - Train Accuracy:  0.915, Validation Accuracy:  0.922, Loss:  0.045
Epoch  97 Batch  101/134 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.046
Epoch  97 Batch  102/134 - Train Accuracy:  0.916, Validation Accuracy:  0.920, Loss:  0.045
Epoch  97 Batch  103/134 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.042
Epoch  97 Batch  104/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.043
Epoch  97 Batch  105/134 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.046
Epoch  97 Batch  106/134 - Train Accuracy:  0.909, Validation Accuracy:  0.921, Loss:  0.044
Epoch  97 Batch  107/134 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.046
Epoch  97 Batch  108/134 - Train Accuracy:  0.921, Validation Accuracy:  0.921, Loss:  0.043
Epoch  97 Batch  109/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.042
Epoch  97 Batch  110/134 - Train Accuracy:  0.929, Validation Accuracy:  0.921, Loss:  0.042
Epoch  97 Batch  111/134 - Train Accuracy:  0.915, Validation Accuracy:  0.923, Loss:  0.045
Epoch  97 Batch  112/134 - Train Accuracy:  0.914, Validation Accuracy:  0.921, Loss:  0.042
Epoch  97 Batch  113/134 - Train Accuracy:  0.925, Validation Accuracy:  0.922, Loss:  0.046
Epoch  97 Batch  114/134 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.044
Epoch  97 Batch  115/134 - Train Accuracy:  0.913, Validation Accuracy:  0.921, Loss:  0.043
Epoch  97 Batch  116/134 - Train Accuracy:  0.923, Validation Accuracy:  0.921, Loss:  0.045
Epoch  97 Batch  117/134 - Train Accuracy:  0.929, Validation Accuracy:  0.919, Loss:  0.040
Epoch  97 Batch  118/134 - Train Accuracy:  0.915, Validation Accuracy:  0.922, Loss:  0.042
Epoch  97 Batch  119/134 - Train Accuracy:  0.931, Validation Accuracy:  0.919, Loss:  0.039
Epoch  97 Batch  120/134 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.045
Epoch  97 Batch  121/134 - Train Accuracy:  0.918, Validation Accuracy:  0.923, Loss:  0.040
Epoch  97 Batch  122/134 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.043
Epoch  97 Batch  123/134 - Train Accuracy:  0.930, Validation Accuracy:  0.919, Loss:  0.041
Epoch  97 Batch  124/134 - Train Accuracy:  0.926, Validation Accuracy:  0.920, Loss:  0.037
Epoch  97 Batch  125/134 - Train Accuracy:  0.929, Validation Accuracy:  0.921, Loss:  0.039
Epoch  97 Batch  126/134 - Train Accuracy:  0.908, Validation Accuracy:  0.921, Loss:  0.044
Epoch  97 Batch  127/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.041
Epoch  97 Batch  128/134 - Train Accuracy:  0.907, Validation Accuracy:  0.923, Loss:  0.047
Epoch  97 Batch  129/134 - Train Accuracy:  0.923, Validation Accuracy:  0.922, Loss:  0.046
Epoch  97 Batch  130/134 - Train Accuracy:  0.916, Validation Accuracy:  0.923, Loss:  0.041
Epoch  97 Batch  131/134 - Train Accuracy:  0.912, Validation Accuracy:  0.924, Loss:  0.048
Epoch  97 Batch  132/134 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.041
Epoch  98 Batch    0/134 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.043
Epoch  98 Batch    1/134 - Train Accuracy:  0.916, Validation Accuracy:  0.922, Loss:  0.043
Epoch  98 Batch    2/134 - Train Accuracy:  0.925, Validation Accuracy:  0.921, Loss:  0.040
Epoch  98 Batch    3/134 - Train Accuracy:  0.923, Validation Accuracy:  0.921, Loss:  0.043
Epoch  98 Batch    4/134 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.042
Epoch  98 Batch    5/134 - Train Accuracy:  0.922, Validation Accuracy:  0.924, Loss:  0.047
Epoch  98 Batch    6/134 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.039
Epoch  98 Batch    7/134 - Train Accuracy:  0.916, Validation Accuracy:  0.922, Loss:  0.042
Epoch  98 Batch    8/134 - Train Accuracy:  0.923, Validation Accuracy:  0.922, Loss:  0.043
Epoch  98 Batch    9/134 - Train Accuracy:  0.925, Validation Accuracy:  0.923, Loss:  0.038
Epoch  98 Batch   10/134 - Train Accuracy:  0.916, Validation Accuracy:  0.923, Loss:  0.044
Epoch  98 Batch   11/134 - Train Accuracy:  0.920, Validation Accuracy:  0.924, Loss:  0.041
Epoch  98 Batch   12/134 - Train Accuracy:  0.927, Validation Accuracy:  0.921, Loss:  0.043
Epoch  98 Batch   13/134 - Train Accuracy:  0.900, Validation Accuracy:  0.921, Loss:  0.046
Epoch  98 Batch   14/134 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.045
Epoch  98 Batch   15/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.042
Epoch  98 Batch   16/134 - Train Accuracy:  0.923, Validation Accuracy:  0.923, Loss:  0.039
Epoch  98 Batch   17/134 - Train Accuracy:  0.916, Validation Accuracy:  0.922, Loss:  0.050
Epoch  98 Batch   18/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.040
Epoch  98 Batch   19/134 - Train Accuracy:  0.912, Validation Accuracy:  0.922, Loss:  0.047
Epoch  98 Batch   20/134 - Train Accuracy:  0.920, Validation Accuracy:  0.922, Loss:  0.040
Epoch  98 Batch   21/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.044
Epoch  98 Batch   22/134 - Train Accuracy:  0.919, Validation Accuracy:  0.921, Loss:  0.041
Epoch  98 Batch   23/134 - Train Accuracy:  0.926, Validation Accuracy:  0.919, Loss:  0.039
Epoch  98 Batch   24/134 - Train Accuracy:  0.910, Validation Accuracy:  0.920, Loss:  0.044
Epoch  98 Batch   25/134 - Train Accuracy:  0.914, Validation Accuracy:  0.922, Loss:  0.039
Epoch  98 Batch   26/134 - Train Accuracy:  0.911, Validation Accuracy:  0.925, Loss:  0.044
Epoch  98 Batch   27/134 - Train Accuracy:  0.915, Validation Accuracy:  0.924, Loss:  0.042
Epoch  98 Batch   28/134 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.044
Epoch  98 Batch   29/134 - Train Accuracy:  0.924, Validation Accuracy:  0.922, Loss:  0.036
Epoch  98 Batch   30/134 - Train Accuracy:  0.925, Validation Accuracy:  0.923, Loss:  0.041
Epoch  98 Batch   31/134 - Train Accuracy:  0.913, Validation Accuracy:  0.923, Loss:  0.043
Epoch  98 Batch   32/134 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.043
Epoch  98 Batch   33/134 - Train Accuracy:  0.909, Validation Accuracy:  0.921, Loss:  0.048
Epoch  98 Batch   34/134 - Train Accuracy:  0.909, Validation Accuracy:  0.920, Loss:  0.047
Epoch  98 Batch   35/134 - Train Accuracy:  0.920, Validation Accuracy:  0.923, Loss:  0.045
Epoch  98 Batch   36/134 - Train Accuracy:  0.920, Validation Accuracy:  0.924, Loss:  0.043
Epoch  98 Batch   37/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.043
Epoch  98 Batch   38/134 - Train Accuracy:  0.924, Validation Accuracy:  0.922, Loss:  0.041
Epoch  98 Batch   39/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.044
Epoch  98 Batch   40/134 - Train Accuracy:  0.916, Validation Accuracy:  0.923, Loss:  0.043
Epoch  98 Batch   41/134 - Train Accuracy:  0.913, Validation Accuracy:  0.923, Loss:  0.051
Epoch  98 Batch   42/134 - Train Accuracy:  0.925, Validation Accuracy:  0.921, Loss:  0.040
Epoch  98 Batch   43/134 - Train Accuracy:  0.914, Validation Accuracy:  0.921, Loss:  0.044
Epoch  98 Batch   44/134 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.043
Epoch  98 Batch   45/134 - Train Accuracy:  0.927, Validation Accuracy:  0.921, Loss:  0.039
Epoch  98 Batch   46/134 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.043
Epoch  98 Batch   47/134 - Train Accuracy:  0.911, Validation Accuracy:  0.921, Loss:  0.044
Epoch  98 Batch   48/134 - Train Accuracy:  0.930, Validation Accuracy:  0.923, Loss:  0.045
Epoch  98 Batch   49/134 - Train Accuracy:  0.923, Validation Accuracy:  0.923, Loss:  0.043
Epoch  98 Batch   50/134 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.046
Epoch  98 Batch   51/134 - Train Accuracy:  0.911, Validation Accuracy:  0.920, Loss:  0.045
Epoch  98 Batch   52/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.042
Epoch  98 Batch   53/134 - Train Accuracy:  0.925, Validation Accuracy:  0.922, Loss:  0.041
Epoch  98 Batch   54/134 - Train Accuracy:  0.902, Validation Accuracy:  0.922, Loss:  0.044
Epoch  98 Batch   55/134 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.047
Epoch  98 Batch   56/134 - Train Accuracy:  0.922, Validation Accuracy:  0.924, Loss:  0.043
Epoch  98 Batch   57/134 - Train Accuracy:  0.922, Validation Accuracy:  0.922, Loss:  0.044
Epoch  98 Batch   58/134 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.042
Epoch  98 Batch   59/134 - Train Accuracy:  0.916, Validation Accuracy:  0.921, Loss:  0.043
Epoch  98 Batch   60/134 - Train Accuracy:  0.926, Validation Accuracy:  0.922, Loss:  0.039
Epoch  98 Batch   61/134 - Train Accuracy:  0.915, Validation Accuracy:  0.923, Loss:  0.039
Epoch  98 Batch   62/134 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.042
Epoch  98 Batch   63/134 - Train Accuracy:  0.921, Validation Accuracy:  0.921, Loss:  0.042
Epoch  98 Batch   64/134 - Train Accuracy:  0.914, Validation Accuracy:  0.923, Loss:  0.044
Epoch  98 Batch   65/134 - Train Accuracy:  0.904, Validation Accuracy:  0.923, Loss:  0.044
Epoch  98 Batch   66/134 - Train Accuracy:  0.920, Validation Accuracy:  0.922, Loss:  0.039
Epoch  98 Batch   67/134 - Train Accuracy:  0.905, Validation Accuracy:  0.922, Loss:  0.043
Epoch  98 Batch   68/134 - Train Accuracy:  0.915, Validation Accuracy:  0.923, Loss:  0.045
Epoch  98 Batch   69/134 - Train Accuracy:  0.915, Validation Accuracy:  0.921, Loss:  0.046
Epoch  98 Batch   70/134 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.044
Epoch  98 Batch   71/134 - Train Accuracy:  0.930, Validation Accuracy:  0.920, Loss:  0.036
Epoch  98 Batch   72/134 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.041
Epoch  98 Batch   73/134 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.044
Epoch  98 Batch   74/134 - Train Accuracy:  0.909, Validation Accuracy:  0.923, Loss:  0.049
Epoch  98 Batch   75/134 - Train Accuracy:  0.919, Validation Accuracy:  0.924, Loss:  0.046
Epoch  98 Batch   76/134 - Train Accuracy:  0.929, Validation Accuracy:  0.925, Loss:  0.041
Epoch  98 Batch   77/134 - Train Accuracy:  0.910, Validation Accuracy:  0.922, Loss:  0.042
Epoch  98 Batch   78/134 - Train Accuracy:  0.917, Validation Accuracy:  0.926, Loss:  0.043
Epoch  98 Batch   79/134 - Train Accuracy:  0.915, Validation Accuracy:  0.925, Loss:  0.042
Epoch  98 Batch   80/134 - Train Accuracy:  0.928, Validation Accuracy:  0.922, Loss:  0.043
Epoch  98 Batch   81/134 - Train Accuracy:  0.924, Validation Accuracy:  0.924, Loss:  0.044
Epoch  98 Batch   82/134 - Train Accuracy:  0.923, Validation Accuracy:  0.923, Loss:  0.040
Epoch  98 Batch   83/134 - Train Accuracy:  0.915, Validation Accuracy:  0.922, Loss:  0.044
Epoch  98 Batch   84/134 - Train Accuracy:  0.908, Validation Accuracy:  0.919, Loss:  0.042
Epoch  98 Batch   85/134 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.045
Epoch  98 Batch   86/134 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.041
Epoch  98 Batch   87/134 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.049
Epoch  98 Batch   88/134 - Train Accuracy:  0.921, Validation Accuracy:  0.924, Loss:  0.039
Epoch  98 Batch   89/134 - Train Accuracy:  0.920, Validation Accuracy:  0.921, Loss:  0.041
Epoch  98 Batch   90/134 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.043
Epoch  98 Batch   91/134 - Train Accuracy:  0.926, Validation Accuracy:  0.922, Loss:  0.036
Epoch  98 Batch   92/134 - Train Accuracy:  0.926, Validation Accuracy:  0.925, Loss:  0.040
Epoch  98 Batch   93/134 - Train Accuracy:  0.923, Validation Accuracy:  0.925, Loss:  0.043
Epoch  98 Batch   94/134 - Train Accuracy:  0.916, Validation Accuracy:  0.923, Loss:  0.042
Epoch  98 Batch   95/134 - Train Accuracy:  0.922, Validation Accuracy:  0.923, Loss:  0.042
Epoch  98 Batch   96/134 - Train Accuracy:  0.919, Validation Accuracy:  0.925, Loss:  0.040
Epoch  98 Batch   97/134 - Train Accuracy:  0.910, Validation Accuracy:  0.923, Loss:  0.044
Epoch  98 Batch   98/134 - Train Accuracy:  0.911, Validation Accuracy:  0.923, Loss:  0.043
Epoch  98 Batch   99/134 - Train Accuracy:  0.917, Validation Accuracy:  0.923, Loss:  0.043
Epoch  98 Batch  100/134 - Train Accuracy:  0.914, Validation Accuracy:  0.922, Loss:  0.045
Epoch  98 Batch  101/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.045
Epoch  98 Batch  102/134 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.044
Epoch  98 Batch  103/134 - Train Accuracy:  0.909, Validation Accuracy:  0.921, Loss:  0.041
Epoch  98 Batch  104/134 - Train Accuracy:  0.921, Validation Accuracy:  0.922, Loss:  0.042
Epoch  98 Batch  105/134 - Train Accuracy:  0.920, Validation Accuracy:  0.923, Loss:  0.046
Epoch  98 Batch  106/134 - Train Accuracy:  0.909, Validation Accuracy:  0.920, Loss:  0.043
Epoch  98 Batch  107/134 - Train Accuracy:  0.922, Validation Accuracy:  0.922, Loss:  0.045
Epoch  98 Batch  108/134 - Train Accuracy:  0.921, Validation Accuracy:  0.923, Loss:  0.042
Epoch  98 Batch  109/134 - Train Accuracy:  0.921, Validation Accuracy:  0.921, Loss:  0.041
Epoch  98 Batch  110/134 - Train Accuracy:  0.931, Validation Accuracy:  0.923, Loss:  0.042
Epoch  98 Batch  111/134 - Train Accuracy:  0.915, Validation Accuracy:  0.924, Loss:  0.044
Epoch  98 Batch  112/134 - Train Accuracy:  0.916, Validation Accuracy:  0.922, Loss:  0.041
Epoch  98 Batch  113/134 - Train Accuracy:  0.926, Validation Accuracy:  0.922, Loss:  0.045
Epoch  98 Batch  114/134 - Train Accuracy:  0.920, Validation Accuracy:  0.922, Loss:  0.044
Epoch  98 Batch  115/134 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.043
Epoch  98 Batch  116/134 - Train Accuracy:  0.924, Validation Accuracy:  0.923, Loss:  0.044
Epoch  98 Batch  117/134 - Train Accuracy:  0.931, Validation Accuracy:  0.919, Loss:  0.039
Epoch  98 Batch  118/134 - Train Accuracy:  0.916, Validation Accuracy:  0.921, Loss:  0.041
Epoch  98 Batch  119/134 - Train Accuracy:  0.931, Validation Accuracy:  0.920, Loss:  0.038
Epoch  98 Batch  120/134 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.044
Epoch  98 Batch  121/134 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.040
Epoch  98 Batch  122/134 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.042
Epoch  98 Batch  123/134 - Train Accuracy:  0.930, Validation Accuracy:  0.920, Loss:  0.040
Epoch  98 Batch  124/134 - Train Accuracy:  0.926, Validation Accuracy:  0.920, Loss:  0.037
Epoch  98 Batch  125/134 - Train Accuracy:  0.931, Validation Accuracy:  0.920, Loss:  0.038
Epoch  98 Batch  126/134 - Train Accuracy:  0.908, Validation Accuracy:  0.921, Loss:  0.043
Epoch  98 Batch  127/134 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.041
Epoch  98 Batch  128/134 - Train Accuracy:  0.907, Validation Accuracy:  0.924, Loss:  0.046
Epoch  98 Batch  129/134 - Train Accuracy:  0.925, Validation Accuracy:  0.922, Loss:  0.045
Epoch  98 Batch  130/134 - Train Accuracy:  0.917, Validation Accuracy:  0.924, Loss:  0.041
Epoch  98 Batch  131/134 - Train Accuracy:  0.913, Validation Accuracy:  0.924, Loss:  0.047
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Epoch  99 Batch   18/134 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.040
Epoch  99 Batch   19/134 - Train Accuracy:  0.912, Validation Accuracy:  0.924, Loss:  0.046
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Epoch  99 Batch   61/134 - Train Accuracy:  0.915, Validation Accuracy:  0.924, Loss:  0.038
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Epoch  99 Batch  112/134 - Train Accuracy:  0.917, Validation Accuracy:  0.923, Loss:  0.040
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Epoch  99 Batch  122/134 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.042
Epoch  99 Batch  123/134 - Train Accuracy:  0.929, Validation Accuracy:  0.919, Loss:  0.040
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Epoch  99 Batch  126/134 - Train Accuracy:  0.909, Validation Accuracy:  0.923, Loss:  0.043
Epoch  99 Batch  127/134 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.041
Epoch  99 Batch  128/134 - Train Accuracy:  0.910, Validation Accuracy:  0.926, Loss:  0.046
Epoch  99 Batch  129/134 - Train Accuracy:  0.925, Validation Accuracy:  0.925, Loss:  0.045
Epoch  99 Batch  130/134 - Train Accuracy:  0.917, Validation Accuracy:  0.923, Loss:  0.041
Epoch  99 Batch  131/134 - Train Accuracy:  0.914, Validation Accuracy:  0.927, Loss:  0.046
Epoch  99 Batch  132/134 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.040
Model Trained and Saved

Save Parameters

Save the batch_size and save_path parameters for inference.



In [31]:

    
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# Save parameters for checkpoint
helper.save_params(save_path)

Checkpoint



In [32]:

    
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import tensorflow as tf
import numpy as np
import helper
import problem_unittests as tests

_, (source_vocab_to_int, target_vocab_to_int), (source_int_to_vocab, target_int_to_vocab) = helper.load_preprocess()
load_path = helper.load_params()

Sentence to Sequence

To feed a sentence into the model for translation, you first need to preprocess it. Implement the function sentence_to_seq() to preprocess new sentences.

Convert the sentence to lowercase
Convert words into ids using vocab_to_int
- Convert words not in the vocabulary, to the <UNK> word id.



In [33]:

    
def sentence_to_seq(sentence, vocab_to_int):
    """
    Convert a sentence to a sequence of ids
    :param sentence: String
    :param vocab_to_int: Dictionary to go from the words to an id
    :return: List of word ids
    """
    # TODO: Implement Function
    return [vocab_to_int.get(word, vocab_to_int['<UNK>']) for word in sentence.lower().split()]


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_sentence_to_seq(sentence_to_seq)









    



Tests Passed

Translate

This will translate translate_sentence from English to French.



In [35]:

    
translate_sentence = 'the united states is usually chilly during july , and it is usually freezing in november .'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
translate_sentence = sentence_to_seq(translate_sentence, source_vocab_to_int)

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

    input_data = loaded_graph.get_tensor_by_name('input:0')
    logits = loaded_graph.get_tensor_by_name('predictions:0')
    target_sequence_length = loaded_graph.get_tensor_by_name('target_sequence_length:0')
    source_sequence_length = loaded_graph.get_tensor_by_name('source_sequence_length:0')
    keep_prob = loaded_graph.get_tensor_by_name('keep_prob:0')

    translate_logits = sess.run(logits, {input_data: [translate_sentence]*batch_size,
                                         target_sequence_length: [len(translate_sentence)*2]*batch_size,
                                         source_sequence_length: [len(translate_sentence)]*batch_size,
                                         keep_prob: 1.0})[0]

print('Input')
print('  Word Ids:      {}'.format([i for i in translate_sentence]))
print('  English Words: {}'.format([source_int_to_vocab[i] for i in translate_sentence]))

print('\nPrediction')
print('  Word Ids:      {}'.format([i for i in translate_logits]))
print('  French Words: {}'.format(" ".join([target_int_to_vocab[i] for i in translate_logits])))









    



Input
  Word Ids:      [86, 47, 172, 135, 229, 51, 176, 143, 81, 7, 14, 135, 229, 137, 41, 127, 212]
  English Words: ['the', 'united', 'states', 'is', 'usually', 'chilly', 'during', 'july', ',', 'and', 'it', 'is', 'usually', 'freezing', 'in', 'november', '.']

Prediction
  Word Ids:      [5, 231, 154, 17, 51, 80, 31, 134, 55, 22, 185, 166, 80, 297, 273, 1]
  French Words: ['les', 'états-unis', 'est', 'généralement', 'froid', 'en', 'juillet', ',', 'et', 'il', 'gèle', 'habituellement', 'en', 'novembre', '.', '<EOS>']

Imperfect Translation

You might notice that some sentences translate better than others. Since the dataset you're using only has a vocabulary of 227 English words of the thousands that you use, you're only going to see good results using these words. For this project, you don't need a perfect translation. However, if you want to create a better translation model, you'll need better data.

You can train on the WMT10 French-English corpus. This dataset has more vocabulary and richer in topics discussed. However, this will take you days to train, so make sure you've a GPU and the neural network is performing well on dataset we provided. Just make sure you play with the WMT10 corpus after you've submitted this project.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_language_translation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.