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.
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 [1]:
"""
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)
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 .
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 each sentence from 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
# Nested list comprehensions
# FIRST LINE - inner list of words
# SECOND LINE - outer list of sentences
source_id_text = [[source_vocab_to_int[word] for word in sentence.split()]
for sentence in source_text.split('\n')]
target_id_text = [[target_vocab_to_int[word] for word in sentence.split()] + [target_vocab_to_int['<EOS>'] ]
for sentence 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
In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
helper.preprocess_and_save_data(source_path, target_path, text_to_ids)
In [5]:
"""
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"""
import numpy as np
import helper
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
In [6]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) == LooseVersion('1.0.0'), 'This project requires TensorFlow version 1.0 You are using {}'.format(tf.__version__)
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()))
---------------------------------------------------------------------------
AssertionError Traceback (most recent call last)
<ipython-input-6-dbbae0ebcbcd> in <module>()
7
8 # Check TensorFlow Version
----> 9 assert LooseVersion(tf.__version__) == LooseVersion('1.0.0'), 'This project requires TensorFlow version 1.0 You are using {}'.format(tf.__version__)
10 print('TensorFlow Version: {}'.format(tf.__version__))
11
AssertionError: This project requires TensorFlow version 1.0 You are using 1.0.1
You'll build the components necessary to build a Sequence-to-Sequence model by implementing the following functions below:
model_inputsprocess_decoding_inputencoding_layerdecoding_layer_traindecoding_layer_inferdecoding_layerseq2seq_modelImplement the model_inputs() function to create TF Placeholders for the Neural Network. It should create the following placeholders:
Return the placeholders in the following the tuple (Input, Targets, Learing Rate, Keep Probability)
In [7]:
def model_inputs():
"""
Create TF Placeholders for input, targets, and learning rate.
:return: Tuple (input, targets, learning rate, keep probability)
"""
# TODO: Implement Function
inputs = tf.placeholder(tf.int32, shape=(None, None), name='input') # Perhaps inputs would have been better name??
targets = tf.placeholder(tf.int32, shape=(None, None))
learning_rate = tf.placeholder(tf.float32)
keep_prob = tf.placeholder(tf.float32, name='keep_prob')
return (inputs, targets, learning_rate, keep_prob)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
In [8]:
def process_decoding_input(target_data, target_vocab_to_int, batch_size):
"""
Preprocess target data for dencoding
: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_decoding_input(process_decoding_input)
Tests Passed
Implement encoding_layer() to create a Encoder RNN layer using tf.nn.dynamic_rnn().
In [9]:
def encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob):
"""
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
:return: RNN state
See http://karpathy.github.io/2015/05/21/rnn-effectiveness/
"""
# TODO: Implement Function
enc_cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.BasicLSTMCell(rnn_size)] * num_layers)
enc_cell = tf.contrib.rnn.DropoutWrapper(enc_cell, 1.0, keep_prob)
_, 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
Create training logits using tf.contrib.seq2seq.simple_decoder_fn_train() and tf.contrib.seq2seq.dynamic_rnn_decoder(). Apply the output_fn to the tf.contrib.seq2seq.dynamic_rnn_decoder() outputs.
In [10]:
def decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, decoding_scope,
output_fn, 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 sequence_length: Sequence Length
:param decoding_scope: TenorFlow Variable Scope for decoding
:param output_fn: Function to apply the output layer
:param keep_prob: Dropout keep probability
:return: Train Logits
"""
# TODO: Implement Function
decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(encoder_state)
(outputs, _, _) = \
tf.contrib.seq2seq.dynamic_rnn_decoder(dec_cell,
decoder_fn,
inputs=dec_embed_input,
sequence_length=sequence_length,
scope=decoding_scope)
return output_fn(outputs)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_train(decoding_layer_train)
Tests Passed
Create inference logits using tf.contrib.seq2seq.simple_decoder_fn_inference() and tf.contrib.seq2seq.dynamic_rnn_decoder().
In [11]:
def decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id,
maximum_length, vocab_size, decoding_scope, output_fn, 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 maximum_length: The maximum allowed time steps to decode
:param vocab_size: Size of vocabulary
:param decoding_scope: TensorFlow Variable Scope for decoding
:param output_fn: Function to apply the output layer
:param keep_prob: Dropout keep probability
:return: Inference Logits
See https://blogs.nvidia.com/blog/2016/08/22/difference-deep-learning-training-inference-ai/
"""
# TODO: Implement Function
# Inference Decoder
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,
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
Implement decoding_layer() to create a Decoder RNN layer.
rnn_size and num_layers.lambda to transform it's input, logits, to class logits.decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, decoding_scope, output_fn, keep_prob) function to get the training logits.decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id, maximum_length, vocab_size, decoding_scope, output_fn, 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_embed_input, dec_embeddings, encoder_state, vocab_size, sequence_length, rnn_size,
num_layers, target_vocab_to_int, keep_prob):
"""
Create decoding layer
:param dec_embed_input: Decoder embedded input
:param dec_embeddings: Decoder embeddings
:param encoder_state: The encoded state
:param vocab_size: Size of vocabulary
:param sequence_length: Sequence Length
: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 keep_prob: Dropout keep probability
:return: Tuple of (Training Logits, Inference Logits)
"""
# TODO: Implement Function
cell = tf.contrib.rnn.BasicLSTMCell(rnn_size)
cell = tf.contrib.rnn.DropoutWrapper(cell, 1.0, keep_prob)
dec_cell = tf.contrib.rnn.MultiRNNCell([cell] * num_layers)
with tf.variable_scope("decoding") as decoding_scope:
output_fn = lambda x: tf.contrib.layers.fully_connected(x,
vocab_size,
None,
scope=decoding_scope)
train_output = decoding_layer_train(encoder_state,
dec_cell,
dec_embed_input,
sequence_length,
decoding_scope,
output_fn,
keep_prob)
with tf.variable_scope("decoding", reuse=True) as decoding_scope:
inf_output = decoding_layer_infer(encoder_state,
dec_cell,
dec_embeddings,
helper.CODES['<GO>'], # start_of_sequence_id,
helper.CODES['<EOS>'], # end_of_sequence_id,
sequence_length,
vocab_size,
decoding_scope,
output_fn,
keep_prob)
return (train_output, inf_output)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer(decoding_layer)
Tests Passed
Apply the functions you implemented above to:
encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob).process_decoding_input(target_data, target_vocab_to_int, batch_size) function.decoding_layer(dec_embed_input, dec_embeddings, encoder_state, vocab_size, sequence_length, rnn_size, num_layers, target_vocab_to_int, keep_prob).
In [13]:
def seq2seq_model(input_data, target_data, keep_prob, batch_size, sequence_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 sequence_length: Sequence Length
: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 Logits, Inference Logits)
See http://suriyadeepan.github.io/2016-12-31-practical-seq2seq/
"""
# TODO: Implement Function
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)
processed_target_data = process_decoding_input(target_data, target_vocab_to_int, batch_size)
dec_embedding = tf.Variable(tf.random_uniform([target_vocab_size, dec_embedding_size]))
dec_embed = tf.nn.embedding_lookup(dec_embedding, processed_target_data)
return decoding_layer(dec_embed,
dec_embedding,
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
Tune the following parameters:
epochs to the number of epochs.batch_size to the batch size.rnn_size to the size of the RNNs.num_layers to the number of layers.encoding_embedding_size to the size of the embedding for the encoder.decoding_embedding_size to the size of the embedding for the decoder.learning_rate to the learning rate.keep_probability to the Dropout keep probability
In [14]:
# Number of Epochs
epochs = 20
# Batch Size
batch_size = 256
# RNN Size
rnn_size = 40
# Number of Layers
num_layers = 2
# Embedding Size
encoding_embedding_size = 30
decoding_embedding_size = 30
# Learning Rate
learning_rate = 0.005
# Dropout Keep Probability
keep_probability = 0.8
In [15]:
"""
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_source_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 = model_inputs()
sequence_length = tf.placeholder_with_default(max_source_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, 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)
tf.identity(inference_logits, 'logits')
with tf.name_scope("optimization"):
# Loss function
cost = tf.contrib.seq2seq.sequence_loss(
train_logits,
targets,
tf.ones([input_shape[0], sequence_length]))
# Optimizer
optimizer = tf.train.AdamOptimizer(lr)
# Gradient Clipping
gradients = optimizer.compute_gradients(cost)
capped_gradients = [(tf.clip_by_value(grad, -1., 1.), var) for grad, var in gradients if grad is not None]
train_op = optimizer.apply_gradients(capped_gradients)
In [16]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import time
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]), (0,0)],
'constant')
return np.mean(np.equal(target, np.argmax(logits, 2)))
train_source = source_int_text[batch_size:]
train_target = target_int_text[batch_size:]
valid_source = helper.pad_sentence_batch(source_int_text[:batch_size])
valid_target = helper.pad_sentence_batch(target_int_text[:batch_size])
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) in enumerate(
helper.batch_data(train_source, train_target, batch_size)):
start_time = time.time()
_, loss = sess.run(
[train_op, cost],
{input_data: source_batch,
targets: target_batch,
lr: learning_rate,
sequence_length: target_batch.shape[1],
keep_prob: keep_probability})
batch_train_logits = sess.run(
inference_logits,
{input_data: source_batch, keep_prob: 1.0})
batch_valid_logits = sess.run(
inference_logits,
{input_data: valid_source, keep_prob: 1.0})
train_acc = get_accuracy(target_batch, batch_train_logits)
valid_acc = get_accuracy(np.array(valid_target), batch_valid_logits)
end_time = time.time()
print('Epoch {:>3} Batch {:>4}/{} - Train Accuracy: {:>6.3f}, Validation Accuracy: {:>6.3f}, Loss: {:>6.3f}'
.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 0/538 - Train Accuracy: 0.235, Validation Accuracy: 0.317, Loss: 5.884
Epoch 0 Batch 1/538 - Train Accuracy: 0.231, Validation Accuracy: 0.316, Loss: 5.783
Epoch 0 Batch 2/538 - Train Accuracy: 0.252, Validation Accuracy: 0.316, Loss: 5.658
Epoch 0 Batch 3/538 - Train Accuracy: 0.229, Validation Accuracy: 0.316, Loss: 5.510
Epoch 0 Batch 4/538 - Train Accuracy: 0.237, Validation Accuracy: 0.316, Loss: 5.314
Epoch 0 Batch 5/538 - Train Accuracy: 0.263, Validation Accuracy: 0.316, Loss: 5.079
Epoch 0 Batch 6/538 - Train Accuracy: 0.268, Validation Accuracy: 0.316, Loss: 4.854
Epoch 0 Batch 7/538 - Train Accuracy: 0.245, Validation Accuracy: 0.316, Loss: 4.685
Epoch 0 Batch 8/538 - Train Accuracy: 0.244, Validation Accuracy: 0.316, Loss: 4.478
Epoch 0 Batch 9/538 - Train Accuracy: 0.246, Validation Accuracy: 0.318, Loss: 4.286
Epoch 0 Batch 10/538 - Train Accuracy: 0.224, Validation Accuracy: 0.318, Loss: 4.169
Epoch 0 Batch 11/538 - Train Accuracy: 0.239, Validation Accuracy: 0.318, Loss: 4.003
Epoch 0 Batch 12/538 - Train Accuracy: 0.233, Validation Accuracy: 0.318, Loss: 3.925
Epoch 0 Batch 13/538 - Train Accuracy: 0.289, Validation Accuracy: 0.318, Loss: 3.703
Epoch 0 Batch 14/538 - Train Accuracy: 0.239, Validation Accuracy: 0.318, Loss: 3.754
Epoch 0 Batch 15/538 - Train Accuracy: 0.287, Validation Accuracy: 0.316, Loss: 3.585
Epoch 0 Batch 16/538 - Train Accuracy: 0.266, Validation Accuracy: 0.316, Loss: 3.563
Epoch 0 Batch 17/538 - Train Accuracy: 0.248, Validation Accuracy: 0.316, Loss: 3.613
Epoch 0 Batch 18/538 - Train Accuracy: 0.233, Validation Accuracy: 0.316, Loss: 3.640
Epoch 0 Batch 19/538 - Train Accuracy: 0.248, Validation Accuracy: 0.328, Loss: 3.608
Epoch 0 Batch 20/538 - Train Accuracy: 0.297, Validation Accuracy: 0.346, Loss: 3.477
Epoch 0 Batch 21/538 - Train Accuracy: 0.223, Validation Accuracy: 0.346, Loss: 3.704
Epoch 0 Batch 22/538 - Train Accuracy: 0.277, Validation Accuracy: 0.346, Loss: 3.535
Epoch 0 Batch 23/538 - Train Accuracy: 0.284, Validation Accuracy: 0.347, Loss: 3.510
Epoch 0 Batch 24/538 - Train Accuracy: 0.297, Validation Accuracy: 0.347, Loss: 3.448
Epoch 0 Batch 25/538 - Train Accuracy: 0.281, Validation Accuracy: 0.347, Loss: 3.493
Epoch 0 Batch 26/538 - Train Accuracy: 0.280, Validation Accuracy: 0.347, Loss: 3.485
Epoch 0 Batch 27/538 - Train Accuracy: 0.280, Validation Accuracy: 0.346, Loss: 3.444
Epoch 0 Batch 28/538 - Train Accuracy: 0.341, Validation Accuracy: 0.346, Loss: 3.185
Epoch 0 Batch 29/538 - Train Accuracy: 0.300, Validation Accuracy: 0.346, Loss: 3.338
Epoch 0 Batch 30/538 - Train Accuracy: 0.274, Validation Accuracy: 0.346, Loss: 3.448
Epoch 0 Batch 31/538 - Train Accuracy: 0.308, Validation Accuracy: 0.347, Loss: 3.283
Epoch 0 Batch 32/538 - Train Accuracy: 0.283, Validation Accuracy: 0.347, Loss: 3.335
Epoch 0 Batch 33/538 - Train Accuracy: 0.305, Validation Accuracy: 0.347, Loss: 3.273
Epoch 0 Batch 34/538 - Train Accuracy: 0.285, Validation Accuracy: 0.347, Loss: 3.362
Epoch 0 Batch 35/538 - Train Accuracy: 0.264, Validation Accuracy: 0.347, Loss: 3.362
Epoch 0 Batch 36/538 - Train Accuracy: 0.305, Validation Accuracy: 0.347, Loss: 3.227
Epoch 0 Batch 37/538 - Train Accuracy: 0.277, Validation Accuracy: 0.347, Loss: 3.301
Epoch 0 Batch 38/538 - Train Accuracy: 0.265, Validation Accuracy: 0.347, Loss: 3.325
Epoch 0 Batch 39/538 - Train Accuracy: 0.277, Validation Accuracy: 0.347, Loss: 3.304
Epoch 0 Batch 40/538 - Train Accuracy: 0.341, Validation Accuracy: 0.350, Loss: 3.031
Epoch 0 Batch 41/538 - Train Accuracy: 0.286, Validation Accuracy: 0.358, Loss: 3.262
Epoch 0 Batch 42/538 - Train Accuracy: 0.289, Validation Accuracy: 0.356, Loss: 3.232
Epoch 0 Batch 43/538 - Train Accuracy: 0.290, Validation Accuracy: 0.350, Loss: 3.247
Epoch 0 Batch 44/538 - Train Accuracy: 0.276, Validation Accuracy: 0.354, Loss: 3.256
Epoch 0 Batch 45/538 - Train Accuracy: 0.331, Validation Accuracy: 0.363, Loss: 3.102
Epoch 0 Batch 46/538 - Train Accuracy: 0.305, Validation Accuracy: 0.368, Loss: 3.202
Epoch 0 Batch 47/538 - Train Accuracy: 0.344, Validation Accuracy: 0.371, Loss: 3.075
Epoch 0 Batch 48/538 - Train Accuracy: 0.353, Validation Accuracy: 0.370, Loss: 3.026
Epoch 0 Batch 49/538 - Train Accuracy: 0.293, Validation Accuracy: 0.372, Loss: 3.231
Epoch 0 Batch 50/538 - Train Accuracy: 0.312, Validation Accuracy: 0.373, Loss: 3.133
Epoch 0 Batch 51/538 - Train Accuracy: 0.258, Validation Accuracy: 0.376, Loss: 3.345
Epoch 0 Batch 52/538 - Train Accuracy: 0.324, Validation Accuracy: 0.373, Loss: 3.121
Epoch 0 Batch 53/538 - Train Accuracy: 0.363, Validation Accuracy: 0.373, Loss: 2.925
Epoch 0 Batch 54/538 - Train Accuracy: 0.318, Validation Accuracy: 0.374, Loss: 3.090
Epoch 0 Batch 55/538 - Train Accuracy: 0.305, Validation Accuracy: 0.375, Loss: 3.123
Epoch 0 Batch 56/538 - Train Accuracy: 0.339, Validation Accuracy: 0.374, Loss: 3.003
Epoch 0 Batch 57/538 - Train Accuracy: 0.299, Validation Accuracy: 0.374, Loss: 3.136
Epoch 0 Batch 58/538 - Train Accuracy: 0.299, Validation Accuracy: 0.379, Loss: 3.136
Epoch 0 Batch 59/538 - Train Accuracy: 0.325, Validation Accuracy: 0.391, Loss: 3.087
Epoch 0 Batch 60/538 - Train Accuracy: 0.330, Validation Accuracy: 0.393, Loss: 3.068
Epoch 0 Batch 61/538 - Train Accuracy: 0.333, Validation Accuracy: 0.392, Loss: 3.036
Epoch 0 Batch 62/538 - Train Accuracy: 0.344, Validation Accuracy: 0.388, Loss: 2.979
Epoch 0 Batch 63/538 - Train Accuracy: 0.358, Validation Accuracy: 0.388, Loss: 2.910
Epoch 0 Batch 64/538 - Train Accuracy: 0.364, Validation Accuracy: 0.390, Loss: 2.904
Epoch 0 Batch 65/538 - Train Accuracy: 0.316, Validation Accuracy: 0.388, Loss: 3.073
Epoch 0 Batch 66/538 - Train Accuracy: 0.360, Validation Accuracy: 0.397, Loss: 2.912
Epoch 0 Batch 67/538 - Train Accuracy: 0.346, Validation Accuracy: 0.403, Loss: 2.959
Epoch 0 Batch 68/538 - Train Accuracy: 0.368, Validation Accuracy: 0.402, Loss: 2.862
Epoch 0 Batch 69/538 - Train Accuracy: 0.348, Validation Accuracy: 0.406, Loss: 2.976
Epoch 0 Batch 70/538 - Train Accuracy: 0.368, Validation Accuracy: 0.403, Loss: 2.860
Epoch 0 Batch 71/538 - Train Accuracy: 0.342, Validation Accuracy: 0.403, Loss: 2.963
Epoch 0 Batch 72/538 - Train Accuracy: 0.373, Validation Accuracy: 0.406, Loss: 2.837
Epoch 0 Batch 73/538 - Train Accuracy: 0.335, Validation Accuracy: 0.401, Loss: 2.957
Epoch 0 Batch 74/538 - Train Accuracy: 0.375, Validation Accuracy: 0.401, Loss: 2.820
Epoch 0 Batch 75/538 - Train Accuracy: 0.380, Validation Accuracy: 0.404, Loss: 2.801
Epoch 0 Batch 76/538 - Train Accuracy: 0.339, Validation Accuracy: 0.406, Loss: 2.964
Epoch 0 Batch 77/538 - Train Accuracy: 0.331, Validation Accuracy: 0.401, Loss: 2.936
Epoch 0 Batch 78/538 - Train Accuracy: 0.381, Validation Accuracy: 0.410, Loss: 2.819
Epoch 0 Batch 79/538 - Train Accuracy: 0.377, Validation Accuracy: 0.415, Loss: 2.780
Epoch 0 Batch 80/538 - Train Accuracy: 0.344, Validation Accuracy: 0.414, Loss: 2.915
Epoch 0 Batch 81/538 - Train Accuracy: 0.347, Validation Accuracy: 0.415, Loss: 2.916
Epoch 0 Batch 82/538 - Train Accuracy: 0.361, Validation Accuracy: 0.420, Loss: 2.848
Epoch 0 Batch 83/538 - Train Accuracy: 0.352, Validation Accuracy: 0.420, Loss: 2.885
Epoch 0 Batch 84/538 - Train Accuracy: 0.378, Validation Accuracy: 0.416, Loss: 2.763
Epoch 0 Batch 85/538 - Train Accuracy: 0.408, Validation Accuracy: 0.422, Loss: 2.656
Epoch 0 Batch 86/538 - Train Accuracy: 0.365, Validation Accuracy: 0.426, Loss: 2.851
Epoch 0 Batch 87/538 - Train Accuracy: 0.360, Validation Accuracy: 0.422, Loss: 2.824
Epoch 0 Batch 88/538 - Train Accuracy: 0.367, Validation Accuracy: 0.422, Loss: 2.805
Epoch 0 Batch 89/538 - Train Accuracy: 0.375, Validation Accuracy: 0.429, Loss: 2.794
Epoch 0 Batch 90/538 - Train Accuracy: 0.394, Validation Accuracy: 0.429, Loss: 2.711
Epoch 0 Batch 91/538 - Train Accuracy: 0.358, Validation Accuracy: 0.426, Loss: 2.830
Epoch 0 Batch 92/538 - Train Accuracy: 0.372, Validation Accuracy: 0.426, Loss: 2.771
Epoch 0 Batch 93/538 - Train Accuracy: 0.355, Validation Accuracy: 0.427, Loss: 2.817
Epoch 0 Batch 94/538 - Train Accuracy: 0.353, Validation Accuracy: 0.426, Loss: 2.849
Epoch 0 Batch 95/538 - Train Accuracy: 0.416, Validation Accuracy: 0.429, Loss: 2.575
Epoch 0 Batch 96/538 - Train Accuracy: 0.405, Validation Accuracy: 0.429, Loss: 2.613
Epoch 0 Batch 97/538 - Train Accuracy: 0.360, Validation Accuracy: 0.427, Loss: 2.774
Epoch 0 Batch 98/538 - Train Accuracy: 0.400, Validation Accuracy: 0.424, Loss: 2.587
Epoch 0 Batch 99/538 - Train Accuracy: 0.363, Validation Accuracy: 0.424, Loss: 2.751
Epoch 0 Batch 100/538 - Train Accuracy: 0.368, Validation Accuracy: 0.429, Loss: 2.723
Epoch 0 Batch 101/538 - Train Accuracy: 0.374, Validation Accuracy: 0.432, Loss: 2.706
Epoch 0 Batch 102/538 - Train Accuracy: 0.371, Validation Accuracy: 0.431, Loss: 2.743
Epoch 0 Batch 103/538 - Train Accuracy: 0.391, Validation Accuracy: 0.435, Loss: 2.656
Epoch 0 Batch 104/538 - Train Accuracy: 0.395, Validation Accuracy: 0.433, Loss: 2.630
Epoch 0 Batch 105/538 - Train Accuracy: 0.398, Validation Accuracy: 0.431, Loss: 2.593
Epoch 0 Batch 106/538 - Train Accuracy: 0.373, Validation Accuracy: 0.431, Loss: 2.694
Epoch 0 Batch 107/538 - Train Accuracy: 0.365, Validation Accuracy: 0.435, Loss: 2.727
Epoch 0 Batch 108/538 - Train Accuracy: 0.389, Validation Accuracy: 0.439, Loss: 2.661
Epoch 0 Batch 109/538 - Train Accuracy: 0.389, Validation Accuracy: 0.441, Loss: 2.681
Epoch 0 Batch 110/538 - Train Accuracy: 0.389, Validation Accuracy: 0.445, Loss: 2.687
Epoch 0 Batch 111/538 - Train Accuracy: 0.409, Validation Accuracy: 0.443, Loss: 2.572
Epoch 0 Batch 112/538 - Train Accuracy: 0.377, Validation Accuracy: 0.441, Loss: 2.679
Epoch 0 Batch 113/538 - Train Accuracy: 0.376, Validation Accuracy: 0.442, Loss: 2.681
Epoch 0 Batch 114/538 - Train Accuracy: 0.416, Validation Accuracy: 0.437, Loss: 2.514
Epoch 0 Batch 115/538 - Train Accuracy: 0.379, Validation Accuracy: 0.441, Loss: 2.650
Epoch 0 Batch 116/538 - Train Accuracy: 0.414, Validation Accuracy: 0.443, Loss: 2.538
Epoch 0 Batch 117/538 - Train Accuracy: 0.419, Validation Accuracy: 0.449, Loss: 2.527
Epoch 0 Batch 118/538 - Train Accuracy: 0.412, Validation Accuracy: 0.445, Loss: 2.528
Epoch 0 Batch 119/538 - Train Accuracy: 0.417, Validation Accuracy: 0.443, Loss: 2.494
Epoch 0 Batch 120/538 - Train Accuracy: 0.376, Validation Accuracy: 0.441, Loss: 2.610
Epoch 0 Batch 121/538 - Train Accuracy: 0.409, Validation Accuracy: 0.439, Loss: 2.493
Epoch 0 Batch 122/538 - Train Accuracy: 0.399, Validation Accuracy: 0.440, Loss: 2.517
Epoch 0 Batch 123/538 - Train Accuracy: 0.414, Validation Accuracy: 0.441, Loss: 2.460
Epoch 0 Batch 124/538 - Train Accuracy: 0.430, Validation Accuracy: 0.441, Loss: 2.412
Epoch 0 Batch 125/538 - Train Accuracy: 0.411, Validation Accuracy: 0.443, Loss: 2.512
Epoch 0 Batch 126/538 - Train Accuracy: 0.441, Validation Accuracy: 0.448, Loss: 2.396
Epoch 0 Batch 127/538 - Train Accuracy: 0.399, Validation Accuracy: 0.460, Loss: 2.596
Epoch 0 Batch 128/538 - Train Accuracy: 0.433, Validation Accuracy: 0.462, Loss: 2.445
Epoch 0 Batch 129/538 - Train Accuracy: 0.428, Validation Accuracy: 0.461, Loss: 2.472
Epoch 0 Batch 130/538 - Train Accuracy: 0.422, Validation Accuracy: 0.459, Loss: 2.491
Epoch 0 Batch 131/538 - Train Accuracy: 0.411, Validation Accuracy: 0.465, Loss: 2.593
Epoch 0 Batch 132/538 - Train Accuracy: 0.437, Validation Accuracy: 0.464, Loss: 2.431
Epoch 0 Batch 133/538 - Train Accuracy: 0.455, Validation Accuracy: 0.465, Loss: 2.380
Epoch 0 Batch 134/538 - Train Accuracy: 0.394, Validation Accuracy: 0.463, Loss: 2.633
Epoch 0 Batch 135/538 - Train Accuracy: 0.430, Validation Accuracy: 0.461, Loss: 2.449
Epoch 0 Batch 136/538 - Train Accuracy: 0.422, Validation Accuracy: 0.464, Loss: 2.481
Epoch 0 Batch 137/538 - Train Accuracy: 0.441, Validation Accuracy: 0.468, Loss: 2.423
Epoch 0 Batch 138/538 - Train Accuracy: 0.427, Validation Accuracy: 0.464, Loss: 2.454
Epoch 0 Batch 139/538 - Train Accuracy: 0.396, Validation Accuracy: 0.463, Loss: 2.613
Epoch 0 Batch 140/538 - Train Accuracy: 0.404, Validation Accuracy: 0.462, Loss: 2.552
Epoch 0 Batch 141/538 - Train Accuracy: 0.416, Validation Accuracy: 0.467, Loss: 2.552
Epoch 0 Batch 142/538 - Train Accuracy: 0.453, Validation Accuracy: 0.471, Loss: 2.358
Epoch 0 Batch 143/538 - Train Accuracy: 0.411, Validation Accuracy: 0.472, Loss: 2.564
Epoch 0 Batch 144/538 - Train Accuracy: 0.428, Validation Accuracy: 0.474, Loss: 2.507
Epoch 0 Batch 145/538 - Train Accuracy: 0.446, Validation Accuracy: 0.468, Loss: 2.416
Epoch 0 Batch 146/538 - Train Accuracy: 0.455, Validation Accuracy: 0.471, Loss: 2.345
Epoch 0 Batch 147/538 - Train Accuracy: 0.454, Validation Accuracy: 0.468, Loss: 2.359
Epoch 0 Batch 148/538 - Train Accuracy: 0.409, Validation Accuracy: 0.464, Loss: 2.540
Epoch 0 Batch 149/538 - Train Accuracy: 0.417, Validation Accuracy: 0.465, Loss: 2.454
Epoch 0 Batch 150/538 - Train Accuracy: 0.420, Validation Accuracy: 0.464, Loss: 2.501
Epoch 0 Batch 151/538 - Train Accuracy: 0.447, Validation Accuracy: 0.469, Loss: 2.384
Epoch 0 Batch 152/538 - Train Accuracy: 0.438, Validation Accuracy: 0.470, Loss: 2.376
Epoch 0 Batch 153/538 - Train Accuracy: 0.422, Validation Accuracy: 0.468, Loss: 2.502
Epoch 0 Batch 154/538 - Train Accuracy: 0.440, Validation Accuracy: 0.472, Loss: 2.410
Epoch 0 Batch 155/538 - Train Accuracy: 0.449, Validation Accuracy: 0.467, Loss: 2.367
Epoch 0 Batch 156/538 - Train Accuracy: 0.423, Validation Accuracy: 0.468, Loss: 2.478
Epoch 0 Batch 157/538 - Train Accuracy: 0.439, Validation Accuracy: 0.460, Loss: 2.384
Epoch 0 Batch 158/538 - Train Accuracy: 0.408, Validation Accuracy: 0.463, Loss: 2.513
Epoch 0 Batch 159/538 - Train Accuracy: 0.419, Validation Accuracy: 0.467, Loss: 2.490
Epoch 0 Batch 160/538 - Train Accuracy: 0.433, Validation Accuracy: 0.466, Loss: 2.368
Epoch 0 Batch 161/538 - Train Accuracy: 0.422, Validation Accuracy: 0.472, Loss: 2.430
Epoch 0 Batch 162/538 - Train Accuracy: 0.454, Validation Accuracy: 0.470, Loss: 2.277
Epoch 0 Batch 163/538 - Train Accuracy: 0.443, Validation Accuracy: 0.472, Loss: 2.368
Epoch 0 Batch 164/538 - Train Accuracy: 0.425, Validation Accuracy: 0.471, Loss: 2.455
Epoch 0 Batch 165/538 - Train Accuracy: 0.458, Validation Accuracy: 0.471, Loss: 2.257
Epoch 0 Batch 166/538 - Train Accuracy: 0.430, Validation Accuracy: 0.471, Loss: 2.429
Epoch 0 Batch 167/538 - Train Accuracy: 0.455, Validation Accuracy: 0.465, Loss: 2.256
Epoch 0 Batch 168/538 - Train Accuracy: 0.412, Validation Accuracy: 0.467, Loss: 2.433
Epoch 0 Batch 169/538 - Train Accuracy: 0.427, Validation Accuracy: 0.467, Loss: 2.374
Epoch 0 Batch 170/538 - Train Accuracy: 0.440, Validation Accuracy: 0.469, Loss: 2.367
Epoch 0 Batch 171/538 - Train Accuracy: 0.412, Validation Accuracy: 0.471, Loss: 2.442
Epoch 0 Batch 172/538 - Train Accuracy: 0.428, Validation Accuracy: 0.462, Loss: 2.331
Epoch 0 Batch 173/538 - Train Accuracy: 0.438, Validation Accuracy: 0.464, Loss: 2.319
Epoch 0 Batch 174/538 - Train Accuracy: 0.403, Validation Accuracy: 0.464, Loss: 2.444
Epoch 0 Batch 175/538 - Train Accuracy: 0.399, Validation Accuracy: 0.469, Loss: 2.517
Epoch 0 Batch 176/538 - Train Accuracy: 0.418, Validation Accuracy: 0.470, Loss: 2.424
Epoch 0 Batch 177/538 - Train Accuracy: 0.447, Validation Accuracy: 0.468, Loss: 2.330
Epoch 0 Batch 178/538 - Train Accuracy: 0.453, Validation Accuracy: 0.466, Loss: 2.218
Epoch 0 Batch 179/538 - Train Accuracy: 0.421, Validation Accuracy: 0.462, Loss: 2.377
Epoch 0 Batch 180/538 - Train Accuracy: 0.445, Validation Accuracy: 0.463, Loss: 2.276
Epoch 0 Batch 181/538 - Train Accuracy: 0.410, Validation Accuracy: 0.466, Loss: 2.397
Epoch 0 Batch 182/538 - Train Accuracy: 0.403, Validation Accuracy: 0.465, Loss: 2.415
Epoch 0 Batch 183/538 - Train Accuracy: 0.452, Validation Accuracy: 0.468, Loss: 2.245
Epoch 0 Batch 184/538 - Train Accuracy: 0.451, Validation Accuracy: 0.468, Loss: 2.264
Epoch 0 Batch 185/538 - Train Accuracy: 0.428, Validation Accuracy: 0.476, Loss: 2.321
Epoch 0 Batch 186/538 - Train Accuracy: 0.446, Validation Accuracy: 0.475, Loss: 2.293
Epoch 0 Batch 187/538 - Train Accuracy: 0.485, Validation Accuracy: 0.480, Loss: 2.193
Epoch 0 Batch 188/538 - Train Accuracy: 0.436, Validation Accuracy: 0.484, Loss: 2.377
Epoch 0 Batch 189/538 - Train Accuracy: 0.436, Validation Accuracy: 0.479, Loss: 2.320
Epoch 0 Batch 190/538 - Train Accuracy: 0.464, Validation Accuracy: 0.482, Loss: 2.259
Epoch 0 Batch 191/538 - Train Accuracy: 0.479, Validation Accuracy: 0.487, Loss: 2.222
Epoch 0 Batch 192/538 - Train Accuracy: 0.445, Validation Accuracy: 0.480, Loss: 2.243
Epoch 0 Batch 193/538 - Train Accuracy: 0.476, Validation Accuracy: 0.485, Loss: 2.172
Epoch 0 Batch 194/538 - Train Accuracy: 0.436, Validation Accuracy: 0.490, Loss: 2.353
Epoch 0 Batch 195/538 - Train Accuracy: 0.481, Validation Accuracy: 0.491, Loss: 2.169
Epoch 0 Batch 196/538 - Train Accuracy: 0.461, Validation Accuracy: 0.493, Loss: 2.231
Epoch 0 Batch 197/538 - Train Accuracy: 0.467, Validation Accuracy: 0.482, Loss: 2.143
Epoch 0 Batch 198/538 - Train Accuracy: 0.491, Validation Accuracy: 0.491, Loss: 2.147
Epoch 0 Batch 199/538 - Train Accuracy: 0.434, Validation Accuracy: 0.487, Loss: 2.312
Epoch 0 Batch 200/538 - Train Accuracy: 0.437, Validation Accuracy: 0.483, Loss: 2.277
Epoch 0 Batch 201/538 - Train Accuracy: 0.464, Validation Accuracy: 0.477, Loss: 2.138
Epoch 0 Batch 202/538 - Train Accuracy: 0.430, Validation Accuracy: 0.483, Loss: 2.305
Epoch 0 Batch 203/538 - Train Accuracy: 0.432, Validation Accuracy: 0.488, Loss: 2.278
Epoch 0 Batch 204/538 - Train Accuracy: 0.436, Validation Accuracy: 0.480, Loss: 2.251
Epoch 0 Batch 205/538 - Train Accuracy: 0.475, Validation Accuracy: 0.485, Loss: 2.138
Epoch 0 Batch 206/538 - Train Accuracy: 0.437, Validation Accuracy: 0.479, Loss: 2.250
Epoch 0 Batch 207/538 - Train Accuracy: 0.457, Validation Accuracy: 0.477, Loss: 2.114
Epoch 0 Batch 208/538 - Train Accuracy: 0.428, Validation Accuracy: 0.477, Loss: 2.222
Epoch 0 Batch 209/538 - Train Accuracy: 0.426, Validation Accuracy: 0.476, Loss: 2.253
Epoch 0 Batch 210/538 - Train Accuracy: 0.444, Validation Accuracy: 0.475, Loss: 2.121
Epoch 0 Batch 211/538 - Train Accuracy: 0.413, Validation Accuracy: 0.458, Loss: 2.243
Epoch 0 Batch 212/538 - Train Accuracy: 0.449, Validation Accuracy: 0.464, Loss: 2.136
Epoch 0 Batch 213/538 - Train Accuracy: 0.443, Validation Accuracy: 0.463, Loss: 2.162
Epoch 0 Batch 214/538 - Train Accuracy: 0.425, Validation Accuracy: 0.475, Loss: 2.200
Epoch 0 Batch 215/538 - Train Accuracy: 0.420, Validation Accuracy: 0.469, Loss: 2.191
Epoch 0 Batch 216/538 - Train Accuracy: 0.409, Validation Accuracy: 0.463, Loss: 2.257
Epoch 0 Batch 217/538 - Train Accuracy: 0.452, Validation Accuracy: 0.459, Loss: 2.095
Epoch 0 Batch 218/538 - Train Accuracy: 0.405, Validation Accuracy: 0.462, Loss: 2.196
Epoch 0 Batch 219/538 - Train Accuracy: 0.410, Validation Accuracy: 0.456, Loss: 2.199
Epoch 0 Batch 220/538 - Train Accuracy: 0.417, Validation Accuracy: 0.455, Loss: 2.061
Epoch 0 Batch 221/538 - Train Accuracy: 0.433, Validation Accuracy: 0.454, Loss: 2.095
Epoch 0 Batch 222/538 - Train Accuracy: 0.419, Validation Accuracy: 0.453, Loss: 2.010
Epoch 0 Batch 223/538 - Train Accuracy: 0.408, Validation Accuracy: 0.453, Loss: 2.159
Epoch 0 Batch 224/538 - Train Accuracy: 0.399, Validation Accuracy: 0.453, Loss: 2.189
Epoch 0 Batch 225/538 - Train Accuracy: 0.425, Validation Accuracy: 0.440, Loss: 2.005
Epoch 0 Batch 226/538 - Train Accuracy: 0.405, Validation Accuracy: 0.433, Loss: 2.012
Epoch 0 Batch 227/538 - Train Accuracy: 0.444, Validation Accuracy: 0.437, Loss: 1.922
Epoch 0 Batch 228/538 - Train Accuracy: 0.399, Validation Accuracy: 0.431, Loss: 2.015
Epoch 0 Batch 229/538 - Train Accuracy: 0.419, Validation Accuracy: 0.434, Loss: 2.000
Epoch 0 Batch 230/538 - Train Accuracy: 0.394, Validation Accuracy: 0.442, Loss: 2.067
Epoch 0 Batch 231/538 - Train Accuracy: 0.391, Validation Accuracy: 0.437, Loss: 2.043
Epoch 0 Batch 232/538 - Train Accuracy: 0.381, Validation Accuracy: 0.426, Loss: 2.102
Epoch 0 Batch 233/538 - Train Accuracy: 0.412, Validation Accuracy: 0.420, Loss: 1.967
Epoch 0 Batch 234/538 - Train Accuracy: 0.367, Validation Accuracy: 0.420, Loss: 2.053
Epoch 0 Batch 235/538 - Train Accuracy: 0.389, Validation Accuracy: 0.422, Loss: 1.975
Epoch 0 Batch 236/538 - Train Accuracy: 0.362, Validation Accuracy: 0.423, Loss: 2.039
Epoch 0 Batch 237/538 - Train Accuracy: 0.382, Validation Accuracy: 0.425, Loss: 1.948
Epoch 0 Batch 238/538 - Train Accuracy: 0.429, Validation Accuracy: 0.431, Loss: 1.899
Epoch 0 Batch 239/538 - Train Accuracy: 0.374, Validation Accuracy: 0.433, Loss: 1.994
Epoch 0 Batch 240/538 - Train Accuracy: 0.379, Validation Accuracy: 0.425, Loss: 1.960
Epoch 0 Batch 241/538 - Train Accuracy: 0.375, Validation Accuracy: 0.425, Loss: 1.983
Epoch 0 Batch 242/538 - Train Accuracy: 0.378, Validation Accuracy: 0.428, Loss: 1.971
Epoch 0 Batch 243/538 - Train Accuracy: 0.349, Validation Accuracy: 0.418, Loss: 2.038
Epoch 0 Batch 244/538 - Train Accuracy: 0.382, Validation Accuracy: 0.421, Loss: 1.899
Epoch 0 Batch 245/538 - Train Accuracy: 0.384, Validation Accuracy: 0.426, Loss: 1.928
Epoch 0 Batch 246/538 - Train Accuracy: 0.398, Validation Accuracy: 0.424, Loss: 1.827
Epoch 0 Batch 247/538 - Train Accuracy: 0.361, Validation Accuracy: 0.426, Loss: 1.957
Epoch 0 Batch 248/538 - Train Accuracy: 0.384, Validation Accuracy: 0.435, Loss: 1.938
Epoch 0 Batch 249/538 - Train Accuracy: 0.415, Validation Accuracy: 0.435, Loss: 1.825
Epoch 0 Batch 250/538 - Train Accuracy: 0.365, Validation Accuracy: 0.423, Loss: 1.896
Epoch 0 Batch 251/538 - Train Accuracy: 0.380, Validation Accuracy: 0.428, Loss: 1.903
Epoch 0 Batch 252/538 - Train Accuracy: 0.430, Validation Accuracy: 0.438, Loss: 1.763
Epoch 0 Batch 253/538 - Train Accuracy: 0.407, Validation Accuracy: 0.423, Loss: 1.777
Epoch 0 Batch 254/538 - Train Accuracy: 0.379, Validation Accuracy: 0.412, Loss: 1.811
Epoch 0 Batch 255/538 - Train Accuracy: 0.342, Validation Accuracy: 0.398, Loss: 1.856
Epoch 0 Batch 256/538 - Train Accuracy: 0.333, Validation Accuracy: 0.382, Loss: 1.827
Epoch 0 Batch 257/538 - Train Accuracy: 0.369, Validation Accuracy: 0.388, Loss: 1.740
Epoch 0 Batch 258/538 - Train Accuracy: 0.374, Validation Accuracy: 0.389, Loss: 1.702
Epoch 0 Batch 259/538 - Train Accuracy: 0.367, Validation Accuracy: 0.400, Loss: 1.731
Epoch 0 Batch 260/538 - Train Accuracy: 0.390, Validation Accuracy: 0.417, Loss: 1.753
Epoch 0 Batch 261/538 - Train Accuracy: 0.372, Validation Accuracy: 0.421, Loss: 1.821
Epoch 0 Batch 262/538 - Train Accuracy: 0.342, Validation Accuracy: 0.425, Loss: 1.823
Epoch 0 Batch 263/538 - Train Accuracy: 0.383, Validation Accuracy: 0.424, Loss: 1.754
Epoch 0 Batch 264/538 - Train Accuracy: 0.364, Validation Accuracy: 0.415, Loss: 1.759
Epoch 0 Batch 265/538 - Train Accuracy: 0.365, Validation Accuracy: 0.419, Loss: 1.773
Epoch 0 Batch 266/538 - Train Accuracy: 0.410, Validation Accuracy: 0.423, Loss: 1.709
Epoch 0 Batch 267/538 - Train Accuracy: 0.349, Validation Accuracy: 0.411, Loss: 1.727
Epoch 0 Batch 268/538 - Train Accuracy: 0.390, Validation Accuracy: 0.408, Loss: 1.669
Epoch 0 Batch 269/538 - Train Accuracy: 0.363, Validation Accuracy: 0.415, Loss: 1.675
Epoch 0 Batch 270/538 - Train Accuracy: 0.364, Validation Accuracy: 0.414, Loss: 1.723
Epoch 0 Batch 271/538 - Train Accuracy: 0.374, Validation Accuracy: 0.414, Loss: 1.727
Epoch 0 Batch 272/538 - Train Accuracy: 0.367, Validation Accuracy: 0.413, Loss: 1.780
Epoch 0 Batch 273/538 - Train Accuracy: 0.369, Validation Accuracy: 0.415, Loss: 1.678
Epoch 0 Batch 274/538 - Train Accuracy: 0.377, Validation Accuracy: 0.425, Loss: 1.746
Epoch 0 Batch 275/538 - Train Accuracy: 0.392, Validation Accuracy: 0.423, Loss: 1.688
Epoch 0 Batch 276/538 - Train Accuracy: 0.382, Validation Accuracy: 0.420, Loss: 1.665
Epoch 0 Batch 277/538 - Train Accuracy: 0.402, Validation Accuracy: 0.422, Loss: 1.638
Epoch 0 Batch 278/538 - Train Accuracy: 0.387, Validation Accuracy: 0.419, Loss: 1.625
Epoch 0 Batch 279/538 - Train Accuracy: 0.363, Validation Accuracy: 0.413, Loss: 1.614
Epoch 0 Batch 280/538 - Train Accuracy: 0.398, Validation Accuracy: 0.410, Loss: 1.549
Epoch 0 Batch 281/538 - Train Accuracy: 0.355, Validation Accuracy: 0.409, Loss: 1.622
Epoch 0 Batch 282/538 - Train Accuracy: 0.392, Validation Accuracy: 0.410, Loss: 1.573
Epoch 0 Batch 283/538 - Train Accuracy: 0.375, Validation Accuracy: 0.414, Loss: 1.568
Epoch 0 Batch 284/538 - Train Accuracy: 0.369, Validation Accuracy: 0.425, Loss: 1.582
Epoch 0 Batch 285/538 - Train Accuracy: 0.379, Validation Accuracy: 0.428, Loss: 1.525
Epoch 0 Batch 286/538 - Train Accuracy: 0.359, Validation Accuracy: 0.428, Loss: 1.579
Epoch 0 Batch 287/538 - Train Accuracy: 0.396, Validation Accuracy: 0.427, Loss: 1.512
Epoch 0 Batch 288/538 - Train Accuracy: 0.368, Validation Accuracy: 0.425, Loss: 1.597
Epoch 0 Batch 289/538 - Train Accuracy: 0.404, Validation Accuracy: 0.439, Loss: 1.480
Epoch 0 Batch 290/538 - Train Accuracy: 0.385, Validation Accuracy: 0.445, Loss: 1.566
Epoch 0 Batch 291/538 - Train Accuracy: 0.405, Validation Accuracy: 0.442, Loss: 1.519
Epoch 0 Batch 292/538 - Train Accuracy: 0.424, Validation Accuracy: 0.449, Loss: 1.452
Epoch 0 Batch 293/538 - Train Accuracy: 0.430, Validation Accuracy: 0.457, Loss: 1.470
Epoch 0 Batch 294/538 - Train Accuracy: 0.360, Validation Accuracy: 0.458, Loss: 1.599
Epoch 0 Batch 295/538 - Train Accuracy: 0.435, Validation Accuracy: 0.452, Loss: 1.417
Epoch 0 Batch 296/538 - Train Accuracy: 0.430, Validation Accuracy: 0.451, Loss: 1.454
Epoch 0 Batch 297/538 - Train Accuracy: 0.361, Validation Accuracy: 0.445, Loss: 1.560
Epoch 0 Batch 298/538 - Train Accuracy: 0.406, Validation Accuracy: 0.450, Loss: 1.473
Epoch 0 Batch 299/538 - Train Accuracy: 0.418, Validation Accuracy: 0.455, Loss: 1.459
Epoch 0 Batch 300/538 - Train Accuracy: 0.423, Validation Accuracy: 0.457, Loss: 1.393
Epoch 0 Batch 301/538 - Train Accuracy: 0.420, Validation Accuracy: 0.459, Loss: 1.470
Epoch 0 Batch 302/538 - Train Accuracy: 0.451, Validation Accuracy: 0.460, Loss: 1.382
Epoch 0 Batch 303/538 - Train Accuracy: 0.463, Validation Accuracy: 0.459, Loss: 1.352
Epoch 0 Batch 304/538 - Train Accuracy: 0.399, Validation Accuracy: 0.458, Loss: 1.470
Epoch 0 Batch 305/538 - Train Accuracy: 0.416, Validation Accuracy: 0.461, Loss: 1.395
Epoch 0 Batch 306/538 - Train Accuracy: 0.447, Validation Accuracy: 0.472, Loss: 1.401
Epoch 0 Batch 307/538 - Train Accuracy: 0.422, Validation Accuracy: 0.471, Loss: 1.422
Epoch 0 Batch 308/538 - Train Accuracy: 0.432, Validation Accuracy: 0.474, Loss: 1.388
Epoch 0 Batch 309/538 - Train Accuracy: 0.370, Validation Accuracy: 0.454, Loss: 1.441
Epoch 0 Batch 310/538 - Train Accuracy: 0.383, Validation Accuracy: 0.465, Loss: 1.424
Epoch 0 Batch 311/538 - Train Accuracy: 0.463, Validation Accuracy: 0.477, Loss: 1.355
Epoch 0 Batch 312/538 - Train Accuracy: 0.490, Validation Accuracy: 0.475, Loss: 1.265
Epoch 0 Batch 313/538 - Train Accuracy: 0.448, Validation Accuracy: 0.477, Loss: 1.403
Epoch 0 Batch 314/538 - Train Accuracy: 0.444, Validation Accuracy: 0.477, Loss: 1.365
Epoch 0 Batch 315/538 - Train Accuracy: 0.460, Validation Accuracy: 0.485, Loss: 1.345
Epoch 0 Batch 316/538 - Train Accuracy: 0.458, Validation Accuracy: 0.478, Loss: 1.331
Epoch 0 Batch 317/538 - Train Accuracy: 0.426, Validation Accuracy: 0.471, Loss: 1.371
Epoch 0 Batch 318/538 - Train Accuracy: 0.437, Validation Accuracy: 0.469, Loss: 1.327
Epoch 0 Batch 319/538 - Train Accuracy: 0.446, Validation Accuracy: 0.468, Loss: 1.325
Epoch 0 Batch 320/538 - Train Accuracy: 0.448, Validation Accuracy: 0.470, Loss: 1.325
Epoch 0 Batch 321/538 - Train Accuracy: 0.449, Validation Accuracy: 0.479, Loss: 1.287
Epoch 0 Batch 322/538 - Train Accuracy: 0.442, Validation Accuracy: 0.484, Loss: 1.327
Epoch 0 Batch 323/538 - Train Accuracy: 0.451, Validation Accuracy: 0.482, Loss: 1.300
Epoch 0 Batch 324/538 - Train Accuracy: 0.408, Validation Accuracy: 0.471, Loss: 1.387
Epoch 0 Batch 325/538 - Train Accuracy: 0.431, Validation Accuracy: 0.463, Loss: 1.314
Epoch 0 Batch 326/538 - Train Accuracy: 0.436, Validation Accuracy: 0.471, Loss: 1.319
Epoch 0 Batch 327/538 - Train Accuracy: 0.421, Validation Accuracy: 0.476, Loss: 1.345
Epoch 0 Batch 328/538 - Train Accuracy: 0.458, Validation Accuracy: 0.478, Loss: 1.258
Epoch 0 Batch 329/538 - Train Accuracy: 0.446, Validation Accuracy: 0.468, Loss: 1.286
Epoch 0 Batch 330/538 - Train Accuracy: 0.452, Validation Accuracy: 0.472, Loss: 1.256
Epoch 0 Batch 331/538 - Train Accuracy: 0.427, Validation Accuracy: 0.480, Loss: 1.296
Epoch 0 Batch 332/538 - Train Accuracy: 0.434, Validation Accuracy: 0.483, Loss: 1.313
Epoch 0 Batch 333/538 - Train Accuracy: 0.460, Validation Accuracy: 0.479, Loss: 1.249
Epoch 0 Batch 334/538 - Train Accuracy: 0.466, Validation Accuracy: 0.474, Loss: 1.175
Epoch 0 Batch 335/538 - Train Accuracy: 0.446, Validation Accuracy: 0.476, Loss: 1.247
Epoch 0 Batch 336/538 - Train Accuracy: 0.465, Validation Accuracy: 0.474, Loss: 1.241
Epoch 0 Batch 337/538 - Train Accuracy: 0.448, Validation Accuracy: 0.479, Loss: 1.247
Epoch 0 Batch 338/538 - Train Accuracy: 0.442, Validation Accuracy: 0.477, Loss: 1.257
Epoch 0 Batch 339/538 - Train Accuracy: 0.458, Validation Accuracy: 0.472, Loss: 1.215
Epoch 0 Batch 340/538 - Train Accuracy: 0.424, Validation Accuracy: 0.475, Loss: 1.300
Epoch 0 Batch 341/538 - Train Accuracy: 0.395, Validation Accuracy: 0.474, Loss: 1.265
Epoch 0 Batch 342/538 - Train Accuracy: 0.448, Validation Accuracy: 0.477, Loss: 1.229
Epoch 0 Batch 343/538 - Train Accuracy: 0.438, Validation Accuracy: 0.469, Loss: 1.276
Epoch 0 Batch 344/538 - Train Accuracy: 0.441, Validation Accuracy: 0.463, Loss: 1.253
Epoch 0 Batch 345/538 - Train Accuracy: 0.448, Validation Accuracy: 0.468, Loss: 1.194
Epoch 0 Batch 346/538 - Train Accuracy: 0.427, Validation Accuracy: 0.472, Loss: 1.231
Epoch 0 Batch 347/538 - Train Accuracy: 0.422, Validation Accuracy: 0.470, Loss: 1.229
Epoch 0 Batch 348/538 - Train Accuracy: 0.433, Validation Accuracy: 0.455, Loss: 1.204
Epoch 0 Batch 349/538 - Train Accuracy: 0.394, Validation Accuracy: 0.450, Loss: 1.228
Epoch 0 Batch 350/538 - Train Accuracy: 0.425, Validation Accuracy: 0.468, Loss: 1.239
Epoch 0 Batch 351/538 - Train Accuracy: 0.413, Validation Accuracy: 0.472, Loss: 1.267
Epoch 0 Batch 352/538 - Train Accuracy: 0.461, Validation Accuracy: 0.465, Loss: 1.189
Epoch 0 Batch 353/538 - Train Accuracy: 0.433, Validation Accuracy: 0.457, Loss: 1.223
Epoch 0 Batch 354/538 - Train Accuracy: 0.410, Validation Accuracy: 0.469, Loss: 1.245
Epoch 0 Batch 355/538 - Train Accuracy: 0.429, Validation Accuracy: 0.475, Loss: 1.247
Epoch 0 Batch 356/538 - Train Accuracy: 0.466, Validation Accuracy: 0.476, Loss: 1.139
Epoch 0 Batch 357/538 - Train Accuracy: 0.432, Validation Accuracy: 0.477, Loss: 1.211
Epoch 0 Batch 358/538 - Train Accuracy: 0.430, Validation Accuracy: 0.465, Loss: 1.207
Epoch 0 Batch 359/538 - Train Accuracy: 0.462, Validation Accuracy: 0.473, Loss: 1.162
Epoch 0 Batch 360/538 - Train Accuracy: 0.452, Validation Accuracy: 0.492, Loss: 1.225
Epoch 0 Batch 361/538 - Train Accuracy: 0.470, Validation Accuracy: 0.487, Loss: 1.160
Epoch 0 Batch 362/538 - Train Accuracy: 0.470, Validation Accuracy: 0.475, Loss: 1.123
Epoch 0 Batch 363/538 - Train Accuracy: 0.449, Validation Accuracy: 0.462, Loss: 1.142
Epoch 0 Batch 364/538 - Train Accuracy: 0.414, Validation Accuracy: 0.471, Loss: 1.222
Epoch 0 Batch 365/538 - Train Accuracy: 0.438, Validation Accuracy: 0.479, Loss: 1.168
Epoch 0 Batch 366/538 - Train Accuracy: 0.468, Validation Accuracy: 0.489, Loss: 1.189
Epoch 0 Batch 367/538 - Train Accuracy: 0.451, Validation Accuracy: 0.482, Loss: 1.166
Epoch 0 Batch 368/538 - Train Accuracy: 0.537, Validation Accuracy: 0.481, Loss: 1.006
Epoch 0 Batch 369/538 - Train Accuracy: 0.433, Validation Accuracy: 0.484, Loss: 1.166
Epoch 0 Batch 370/538 - Train Accuracy: 0.448, Validation Accuracy: 0.489, Loss: 1.188
Epoch 0 Batch 371/538 - Train Accuracy: 0.471, Validation Accuracy: 0.490, Loss: 1.135
Epoch 0 Batch 372/538 - Train Accuracy: 0.461, Validation Accuracy: 0.493, Loss: 1.160
Epoch 0 Batch 373/538 - Train Accuracy: 0.453, Validation Accuracy: 0.495, Loss: 1.158
Epoch 0 Batch 374/538 - Train Accuracy: 0.436, Validation Accuracy: 0.502, Loss: 1.178
Epoch 0 Batch 375/538 - Train Accuracy: 0.491, Validation Accuracy: 0.501, Loss: 1.070
Epoch 0 Batch 376/538 - Train Accuracy: 0.467, Validation Accuracy: 0.509, Loss: 1.159
Epoch 0 Batch 377/538 - Train Accuracy: 0.483, Validation Accuracy: 0.522, Loss: 1.112
Epoch 0 Batch 378/538 - Train Accuracy: 0.509, Validation Accuracy: 0.517, Loss: 1.075
Epoch 0 Batch 379/538 - Train Accuracy: 0.494, Validation Accuracy: 0.512, Loss: 1.092
Epoch 0 Batch 380/538 - Train Accuracy: 0.470, Validation Accuracy: 0.516, Loss: 1.134
Epoch 0 Batch 381/538 - Train Accuracy: 0.471, Validation Accuracy: 0.515, Loss: 1.076
Epoch 0 Batch 382/538 - Train Accuracy: 0.471, Validation Accuracy: 0.512, Loss: 1.132
Epoch 0 Batch 383/538 - Train Accuracy: 0.463, Validation Accuracy: 0.512, Loss: 1.129
Epoch 0 Batch 384/538 - Train Accuracy: 0.488, Validation Accuracy: 0.521, Loss: 1.117
Epoch 0 Batch 385/538 - Train Accuracy: 0.493, Validation Accuracy: 0.517, Loss: 1.111
Epoch 0 Batch 386/538 - Train Accuracy: 0.475, Validation Accuracy: 0.511, Loss: 1.147
Epoch 0 Batch 387/538 - Train Accuracy: 0.467, Validation Accuracy: 0.512, Loss: 1.131
Epoch 0 Batch 388/538 - Train Accuracy: 0.489, Validation Accuracy: 0.507, Loss: 1.086
Epoch 0 Batch 389/538 - Train Accuracy: 0.455, Validation Accuracy: 0.503, Loss: 1.156
Epoch 0 Batch 390/538 - Train Accuracy: 0.504, Validation Accuracy: 0.505, Loss: 1.063
Epoch 0 Batch 391/538 - Train Accuracy: 0.493, Validation Accuracy: 0.513, Loss: 1.085
Epoch 0 Batch 392/538 - Train Accuracy: 0.484, Validation Accuracy: 0.527, Loss: 1.076
Epoch 0 Batch 393/538 - Train Accuracy: 0.512, Validation Accuracy: 0.528, Loss: 1.040
Epoch 0 Batch 394/538 - Train Accuracy: 0.450, Validation Accuracy: 0.527, Loss: 1.142
Epoch 0 Batch 395/538 - Train Accuracy: 0.465, Validation Accuracy: 0.526, Loss: 1.123
Epoch 0 Batch 396/538 - Train Accuracy: 0.471, Validation Accuracy: 0.527, Loss: 1.089
Epoch 0 Batch 397/538 - Train Accuracy: 0.471, Validation Accuracy: 0.533, Loss: 1.132
Epoch 0 Batch 398/538 - Train Accuracy: 0.490, Validation Accuracy: 0.532, Loss: 1.121
Epoch 0 Batch 399/538 - Train Accuracy: 0.477, Validation Accuracy: 0.528, Loss: 1.137
Epoch 0 Batch 400/538 - Train Accuracy: 0.482, Validation Accuracy: 0.526, Loss: 1.080
Epoch 0 Batch 401/538 - Train Accuracy: 0.471, Validation Accuracy: 0.527, Loss: 1.104
Epoch 0 Batch 402/538 - Train Accuracy: 0.492, Validation Accuracy: 0.529, Loss: 1.079
Epoch 0 Batch 403/538 - Train Accuracy: 0.459, Validation Accuracy: 0.530, Loss: 1.111
Epoch 0 Batch 404/538 - Train Accuracy: 0.518, Validation Accuracy: 0.530, Loss: 1.032
Epoch 0 Batch 405/538 - Train Accuracy: 0.502, Validation Accuracy: 0.530, Loss: 1.041
Epoch 0 Batch 406/538 - Train Accuracy: 0.503, Validation Accuracy: 0.527, Loss: 1.047
Epoch 0 Batch 407/538 - Train Accuracy: 0.505, Validation Accuracy: 0.523, Loss: 1.061
Epoch 0 Batch 408/538 - Train Accuracy: 0.441, Validation Accuracy: 0.513, Loss: 1.131
Epoch 0 Batch 409/538 - Train Accuracy: 0.465, Validation Accuracy: 0.510, Loss: 1.090
Epoch 0 Batch 410/538 - Train Accuracy: 0.479, Validation Accuracy: 0.516, Loss: 1.053
Epoch 0 Batch 411/538 - Train Accuracy: 0.470, Validation Accuracy: 0.523, Loss: 1.026
Epoch 0 Batch 412/538 - Train Accuracy: 0.488, Validation Accuracy: 0.527, Loss: 1.010
Epoch 0 Batch 413/538 - Train Accuracy: 0.447, Validation Accuracy: 0.520, Loss: 1.104
Epoch 0 Batch 414/538 - Train Accuracy: 0.481, Validation Accuracy: 0.510, Loss: 1.076
Epoch 0 Batch 415/538 - Train Accuracy: 0.455, Validation Accuracy: 0.511, Loss: 1.087
Epoch 0 Batch 416/538 - Train Accuracy: 0.528, Validation Accuracy: 0.513, Loss: 1.004
Epoch 0 Batch 417/538 - Train Accuracy: 0.475, Validation Accuracy: 0.529, Loss: 1.066
Epoch 0 Batch 418/538 - Train Accuracy: 0.469, Validation Accuracy: 0.535, Loss: 1.077
Epoch 0 Batch 419/538 - Train Accuracy: 0.480, Validation Accuracy: 0.527, Loss: 1.038
Epoch 0 Batch 420/538 - Train Accuracy: 0.500, Validation Accuracy: 0.533, Loss: 1.050
Epoch 0 Batch 421/538 - Train Accuracy: 0.514, Validation Accuracy: 0.534, Loss: 1.013
Epoch 0 Batch 422/538 - Train Accuracy: 0.507, Validation Accuracy: 0.532, Loss: 1.027
Epoch 0 Batch 423/538 - Train Accuracy: 0.496, Validation Accuracy: 0.531, Loss: 1.056
Epoch 0 Batch 424/538 - Train Accuracy: 0.500, Validation Accuracy: 0.529, Loss: 1.033
Epoch 0 Batch 425/538 - Train Accuracy: 0.513, Validation Accuracy: 0.528, Loss: 1.003
Epoch 0 Batch 426/538 - Train Accuracy: 0.507, Validation Accuracy: 0.531, Loss: 1.007
Epoch 0 Batch 427/538 - Train Accuracy: 0.477, Validation Accuracy: 0.525, Loss: 1.037
Epoch 0 Batch 428/538 - Train Accuracy: 0.515, Validation Accuracy: 0.525, Loss: 0.984
Epoch 0 Batch 429/538 - Train Accuracy: 0.488, Validation Accuracy: 0.530, Loss: 0.996
Epoch 0 Batch 430/538 - Train Accuracy: 0.487, Validation Accuracy: 0.530, Loss: 1.015
Epoch 0 Batch 431/538 - Train Accuracy: 0.477, Validation Accuracy: 0.529, Loss: 1.009
Epoch 0 Batch 432/538 - Train Accuracy: 0.549, Validation Accuracy: 0.531, Loss: 0.946
Epoch 0 Batch 433/538 - Train Accuracy: 0.465, Validation Accuracy: 0.531, Loss: 1.051
Epoch 0 Batch 434/538 - Train Accuracy: 0.465, Validation Accuracy: 0.526, Loss: 1.074
Epoch 0 Batch 435/538 - Train Accuracy: 0.479, Validation Accuracy: 0.525, Loss: 1.008
Epoch 0 Batch 436/538 - Train Accuracy: 0.461, Validation Accuracy: 0.530, Loss: 1.047
Epoch 0 Batch 437/538 - Train Accuracy: 0.469, Validation Accuracy: 0.536, Loss: 1.063
Epoch 0 Batch 438/538 - Train Accuracy: 0.492, Validation Accuracy: 0.535, Loss: 1.005
Epoch 0 Batch 439/538 - Train Accuracy: 0.507, Validation Accuracy: 0.528, Loss: 0.987
Epoch 0 Batch 440/538 - Train Accuracy: 0.456, Validation Accuracy: 0.521, Loss: 1.053
Epoch 0 Batch 441/538 - Train Accuracy: 0.474, Validation Accuracy: 0.528, Loss: 1.047
Epoch 0 Batch 442/538 - Train Accuracy: 0.526, Validation Accuracy: 0.525, Loss: 0.922
Epoch 0 Batch 443/538 - Train Accuracy: 0.512, Validation Accuracy: 0.525, Loss: 1.000
Epoch 0 Batch 444/538 - Train Accuracy: 0.544, Validation Accuracy: 0.534, Loss: 0.933
Epoch 0 Batch 445/538 - Train Accuracy: 0.508, Validation Accuracy: 0.535, Loss: 0.989
Epoch 0 Batch 446/538 - Train Accuracy: 0.542, Validation Accuracy: 0.540, Loss: 0.933
Epoch 0 Batch 447/538 - Train Accuracy: 0.504, Validation Accuracy: 0.543, Loss: 1.004
Epoch 0 Batch 448/538 - Train Accuracy: 0.546, Validation Accuracy: 0.545, Loss: 0.921
Epoch 0 Batch 449/538 - Train Accuracy: 0.528, Validation Accuracy: 0.548, Loss: 1.017
Epoch 0 Batch 450/538 - Train Accuracy: 0.554, Validation Accuracy: 0.550, Loss: 0.986
Epoch 0 Batch 451/538 - Train Accuracy: 0.542, Validation Accuracy: 0.557, Loss: 1.003
Epoch 0 Batch 452/538 - Train Accuracy: 0.536, Validation Accuracy: 0.552, Loss: 0.975
Epoch 0 Batch 453/538 - Train Accuracy: 0.528, Validation Accuracy: 0.556, Loss: 0.995
Epoch 0 Batch 454/538 - Train Accuracy: 0.534, Validation Accuracy: 0.555, Loss: 0.958
Epoch 0 Batch 455/538 - Train Accuracy: 0.553, Validation Accuracy: 0.556, Loss: 0.903
Epoch 0 Batch 456/538 - Train Accuracy: 0.604, Validation Accuracy: 0.552, Loss: 0.858
Epoch 0 Batch 457/538 - Train Accuracy: 0.511, Validation Accuracy: 0.553, Loss: 1.010
Epoch 0 Batch 458/538 - Train Accuracy: 0.546, Validation Accuracy: 0.557, Loss: 0.951
Epoch 0 Batch 459/538 - Train Accuracy: 0.544, Validation Accuracy: 0.560, Loss: 0.976
Epoch 0 Batch 460/538 - Train Accuracy: 0.524, Validation Accuracy: 0.556, Loss: 0.960
Epoch 0 Batch 461/538 - Train Accuracy: 0.482, Validation Accuracy: 0.550, Loss: 1.034
Epoch 0 Batch 462/538 - Train Accuracy: 0.522, Validation Accuracy: 0.552, Loss: 0.963
Epoch 0 Batch 463/538 - Train Accuracy: 0.506, Validation Accuracy: 0.555, Loss: 0.986
Epoch 0 Batch 464/538 - Train Accuracy: 0.522, Validation Accuracy: 0.557, Loss: 1.001
Epoch 0 Batch 465/538 - Train Accuracy: 0.511, Validation Accuracy: 0.552, Loss: 0.972
Epoch 0 Batch 466/538 - Train Accuracy: 0.511, Validation Accuracy: 0.554, Loss: 0.990
Epoch 0 Batch 467/538 - Train Accuracy: 0.551, Validation Accuracy: 0.556, Loss: 0.947
Epoch 0 Batch 468/538 - Train Accuracy: 0.542, Validation Accuracy: 0.559, Loss: 0.993
Epoch 0 Batch 469/538 - Train Accuracy: 0.516, Validation Accuracy: 0.554, Loss: 0.987
Epoch 0 Batch 470/538 - Train Accuracy: 0.546, Validation Accuracy: 0.551, Loss: 0.927
Epoch 0 Batch 471/538 - Train Accuracy: 0.539, Validation Accuracy: 0.554, Loss: 0.946
Epoch 0 Batch 472/538 - Train Accuracy: 0.535, Validation Accuracy: 0.559, Loss: 0.960
Epoch 0 Batch 473/538 - Train Accuracy: 0.516, Validation Accuracy: 0.558, Loss: 0.982
Epoch 0 Batch 474/538 - Train Accuracy: 0.549, Validation Accuracy: 0.552, Loss: 0.913
Epoch 0 Batch 475/538 - Train Accuracy: 0.554, Validation Accuracy: 0.556, Loss: 0.917
Epoch 0 Batch 476/538 - Train Accuracy: 0.505, Validation Accuracy: 0.558, Loss: 0.979
Epoch 0 Batch 477/538 - Train Accuracy: 0.555, Validation Accuracy: 0.565, Loss: 0.960
Epoch 0 Batch 478/538 - Train Accuracy: 0.567, Validation Accuracy: 0.566, Loss: 0.920
Epoch 0 Batch 479/538 - Train Accuracy: 0.562, Validation Accuracy: 0.558, Loss: 0.907
Epoch 0 Batch 480/538 - Train Accuracy: 0.554, Validation Accuracy: 0.549, Loss: 0.918
Epoch 0 Batch 481/538 - Train Accuracy: 0.554, Validation Accuracy: 0.551, Loss: 0.937
Epoch 0 Batch 482/538 - Train Accuracy: 0.565, Validation Accuracy: 0.557, Loss: 0.842
Epoch 0 Batch 483/538 - Train Accuracy: 0.519, Validation Accuracy: 0.557, Loss: 0.954
Epoch 0 Batch 484/538 - Train Accuracy: 0.572, Validation Accuracy: 0.562, Loss: 0.927
Epoch 0 Batch 485/538 - Train Accuracy: 0.539, Validation Accuracy: 0.560, Loss: 0.924
Epoch 0 Batch 486/538 - Train Accuracy: 0.541, Validation Accuracy: 0.560, Loss: 0.900
Epoch 0 Batch 487/538 - Train Accuracy: 0.539, Validation Accuracy: 0.559, Loss: 0.894
Epoch 0 Batch 488/538 - Train Accuracy: 0.564, Validation Accuracy: 0.559, Loss: 0.918
Epoch 0 Batch 489/538 - Train Accuracy: 0.537, Validation Accuracy: 0.558, Loss: 0.959
Epoch 0 Batch 490/538 - Train Accuracy: 0.541, Validation Accuracy: 0.560, Loss: 0.898
Epoch 0 Batch 491/538 - Train Accuracy: 0.527, Validation Accuracy: 0.559, Loss: 0.967
Epoch 0 Batch 492/538 - Train Accuracy: 0.549, Validation Accuracy: 0.564, Loss: 0.948
Epoch 0 Batch 493/538 - Train Accuracy: 0.524, Validation Accuracy: 0.566, Loss: 0.914
Epoch 0 Batch 494/538 - Train Accuracy: 0.533, Validation Accuracy: 0.562, Loss: 0.947
Epoch 0 Batch 495/538 - Train Accuracy: 0.529, Validation Accuracy: 0.559, Loss: 0.949
Epoch 0 Batch 496/538 - Train Accuracy: 0.545, Validation Accuracy: 0.558, Loss: 0.926
Epoch 0 Batch 497/538 - Train Accuracy: 0.547, Validation Accuracy: 0.556, Loss: 0.895
Epoch 0 Batch 498/538 - Train Accuracy: 0.529, Validation Accuracy: 0.559, Loss: 0.927
Epoch 0 Batch 499/538 - Train Accuracy: 0.572, Validation Accuracy: 0.562, Loss: 0.888
Epoch 0 Batch 500/538 - Train Accuracy: 0.567, Validation Accuracy: 0.562, Loss: 0.857
Epoch 0 Batch 501/538 - Train Accuracy: 0.535, Validation Accuracy: 0.559, Loss: 0.912
Epoch 0 Batch 502/538 - Train Accuracy: 0.519, Validation Accuracy: 0.559, Loss: 0.919
Epoch 0 Batch 503/538 - Train Accuracy: 0.570, Validation Accuracy: 0.555, Loss: 0.867
Epoch 0 Batch 504/538 - Train Accuracy: 0.536, Validation Accuracy: 0.556, Loss: 0.910
Epoch 0 Batch 505/538 - Train Accuracy: 0.558, Validation Accuracy: 0.559, Loss: 0.895
Epoch 0 Batch 506/538 - Train Accuracy: 0.545, Validation Accuracy: 0.561, Loss: 0.894
Epoch 0 Batch 507/538 - Train Accuracy: 0.524, Validation Accuracy: 0.561, Loss: 0.927
Epoch 0 Batch 508/538 - Train Accuracy: 0.559, Validation Accuracy: 0.564, Loss: 0.857
Epoch 0 Batch 509/538 - Train Accuracy: 0.529, Validation Accuracy: 0.562, Loss: 0.908
Epoch 0 Batch 510/538 - Train Accuracy: 0.553, Validation Accuracy: 0.565, Loss: 0.880
Epoch 0 Batch 511/538 - Train Accuracy: 0.567, Validation Accuracy: 0.565, Loss: 0.858
Epoch 0 Batch 512/538 - Train Accuracy: 0.559, Validation Accuracy: 0.562, Loss: 0.869
Epoch 0 Batch 513/538 - Train Accuracy: 0.524, Validation Accuracy: 0.564, Loss: 0.911
Epoch 0 Batch 514/538 - Train Accuracy: 0.530, Validation Accuracy: 0.564, Loss: 0.923
Epoch 0 Batch 515/538 - Train Accuracy: 0.553, Validation Accuracy: 0.564, Loss: 0.880
Epoch 0 Batch 516/538 - Train Accuracy: 0.518, Validation Accuracy: 0.567, Loss: 0.889
Epoch 0 Batch 517/538 - Train Accuracy: 0.542, Validation Accuracy: 0.567, Loss: 0.870
Epoch 0 Batch 518/538 - Train Accuracy: 0.528, Validation Accuracy: 0.566, Loss: 0.932
Epoch 0 Batch 519/538 - Train Accuracy: 0.582, Validation Accuracy: 0.569, Loss: 0.858
Epoch 0 Batch 520/538 - Train Accuracy: 0.546, Validation Accuracy: 0.570, Loss: 0.928
Epoch 0 Batch 521/538 - Train Accuracy: 0.539, Validation Accuracy: 0.564, Loss: 0.914
Epoch 0 Batch 522/538 - Train Accuracy: 0.523, Validation Accuracy: 0.562, Loss: 0.906
Epoch 0 Batch 523/538 - Train Accuracy: 0.525, Validation Accuracy: 0.562, Loss: 0.912
Epoch 0 Batch 524/538 - Train Accuracy: 0.528, Validation Accuracy: 0.565, Loss: 0.925
Epoch 0 Batch 525/538 - Train Accuracy: 0.575, Validation Accuracy: 0.567, Loss: 0.854
Epoch 0 Batch 526/538 - Train Accuracy: 0.554, Validation Accuracy: 0.568, Loss: 0.885
Epoch 0 Batch 527/538 - Train Accuracy: 0.560, Validation Accuracy: 0.567, Loss: 0.891
Epoch 0 Batch 528/538 - Train Accuracy: 0.526, Validation Accuracy: 0.572, Loss: 0.955
Epoch 0 Batch 529/538 - Train Accuracy: 0.527, Validation Accuracy: 0.573, Loss: 0.895
Epoch 0 Batch 530/538 - Train Accuracy: 0.539, Validation Accuracy: 0.569, Loss: 0.904
Epoch 0 Batch 531/538 - Train Accuracy: 0.548, Validation Accuracy: 0.570, Loss: 0.893
Epoch 0 Batch 532/538 - Train Accuracy: 0.524, Validation Accuracy: 0.566, Loss: 0.875
Epoch 0 Batch 533/538 - Train Accuracy: 0.557, Validation Accuracy: 0.566, Loss: 0.872
Epoch 0 Batch 534/538 - Train Accuracy: 0.559, Validation Accuracy: 0.571, Loss: 0.844
Epoch 0 Batch 535/538 - Train Accuracy: 0.573, Validation Accuracy: 0.575, Loss: 0.856
Epoch 0 Batch 536/538 - Train Accuracy: 0.562, Validation Accuracy: 0.570, Loss: 0.877
Epoch 1 Batch 0/538 - Train Accuracy: 0.537, Validation Accuracy: 0.574, Loss: 0.876
Epoch 1 Batch 1/538 - Train Accuracy: 0.553, Validation Accuracy: 0.573, Loss: 0.867
Epoch 1 Batch 2/538 - Train Accuracy: 0.546, Validation Accuracy: 0.570, Loss: 0.899
Epoch 1 Batch 3/538 - Train Accuracy: 0.521, Validation Accuracy: 0.571, Loss: 0.869
Epoch 1 Batch 4/538 - Train Accuracy: 0.561, Validation Accuracy: 0.575, Loss: 0.868
Epoch 1 Batch 5/538 - Train Accuracy: 0.545, Validation Accuracy: 0.577, Loss: 0.870
Epoch 1 Batch 6/538 - Train Accuracy: 0.566, Validation Accuracy: 0.583, Loss: 0.836
Epoch 1 Batch 7/538 - Train Accuracy: 0.568, Validation Accuracy: 0.580, Loss: 0.866
Epoch 1 Batch 8/538 - Train Accuracy: 0.554, Validation Accuracy: 0.579, Loss: 0.862
Epoch 1 Batch 9/538 - Train Accuracy: 0.557, Validation Accuracy: 0.579, Loss: 0.845
Epoch 1 Batch 10/538 - Train Accuracy: 0.531, Validation Accuracy: 0.576, Loss: 0.891
Epoch 1 Batch 11/538 - Train Accuracy: 0.557, Validation Accuracy: 0.571, Loss: 0.873
Epoch 1 Batch 12/538 - Train Accuracy: 0.538, Validation Accuracy: 0.586, Loss: 0.877
Epoch 1 Batch 13/538 - Train Accuracy: 0.591, Validation Accuracy: 0.585, Loss: 0.784
Epoch 1 Batch 14/538 - Train Accuracy: 0.554, Validation Accuracy: 0.583, Loss: 0.852
Epoch 1 Batch 15/538 - Train Accuracy: 0.586, Validation Accuracy: 0.590, Loss: 0.827
Epoch 1 Batch 16/538 - Train Accuracy: 0.585, Validation Accuracy: 0.591, Loss: 0.821
Epoch 1 Batch 17/538 - Train Accuracy: 0.574, Validation Accuracy: 0.592, Loss: 0.847
Epoch 1 Batch 18/538 - Train Accuracy: 0.538, Validation Accuracy: 0.588, Loss: 0.888
Epoch 1 Batch 19/538 - Train Accuracy: 0.554, Validation Accuracy: 0.584, Loss: 0.881
Epoch 1 Batch 20/538 - Train Accuracy: 0.566, Validation Accuracy: 0.578, Loss: 0.830
Epoch 1 Batch 21/538 - Train Accuracy: 0.557, Validation Accuracy: 0.582, Loss: 0.878
Epoch 1 Batch 22/538 - Train Accuracy: 0.567, Validation Accuracy: 0.585, Loss: 0.867
Epoch 1 Batch 23/538 - Train Accuracy: 0.561, Validation Accuracy: 0.587, Loss: 0.870
Epoch 1 Batch 24/538 - Train Accuracy: 0.548, Validation Accuracy: 0.586, Loss: 0.860
Epoch 1 Batch 25/538 - Train Accuracy: 0.552, Validation Accuracy: 0.589, Loss: 0.853
Epoch 1 Batch 26/538 - Train Accuracy: 0.549, Validation Accuracy: 0.589, Loss: 0.876
Epoch 1 Batch 27/538 - Train Accuracy: 0.576, Validation Accuracy: 0.593, Loss: 0.839
Epoch 1 Batch 28/538 - Train Accuracy: 0.599, Validation Accuracy: 0.595, Loss: 0.779
Epoch 1 Batch 29/538 - Train Accuracy: 0.587, Validation Accuracy: 0.598, Loss: 0.812
Epoch 1 Batch 30/538 - Train Accuracy: 0.573, Validation Accuracy: 0.599, Loss: 0.869
Epoch 1 Batch 31/538 - Train Accuracy: 0.578, Validation Accuracy: 0.597, Loss: 0.814
Epoch 1 Batch 32/538 - Train Accuracy: 0.585, Validation Accuracy: 0.599, Loss: 0.817
Epoch 1 Batch 33/538 - Train Accuracy: 0.596, Validation Accuracy: 0.598, Loss: 0.818
Epoch 1 Batch 34/538 - Train Accuracy: 0.593, Validation Accuracy: 0.597, Loss: 0.859
Epoch 1 Batch 35/538 - Train Accuracy: 0.571, Validation Accuracy: 0.589, Loss: 0.829
Epoch 1 Batch 36/538 - Train Accuracy: 0.574, Validation Accuracy: 0.585, Loss: 0.805
Epoch 1 Batch 37/538 - Train Accuracy: 0.556, Validation Accuracy: 0.584, Loss: 0.825
Epoch 1 Batch 38/538 - Train Accuracy: 0.556, Validation Accuracy: 0.585, Loss: 0.841
Epoch 1 Batch 39/538 - Train Accuracy: 0.561, Validation Accuracy: 0.587, Loss: 0.848
Epoch 1 Batch 40/538 - Train Accuracy: 0.609, Validation Accuracy: 0.588, Loss: 0.758
Epoch 1 Batch 41/538 - Train Accuracy: 0.577, Validation Accuracy: 0.587, Loss: 0.844
Epoch 1 Batch 42/538 - Train Accuracy: 0.588, Validation Accuracy: 0.590, Loss: 0.824
Epoch 1 Batch 43/538 - Train Accuracy: 0.569, Validation Accuracy: 0.597, Loss: 0.865
Epoch 1 Batch 44/538 - Train Accuracy: 0.568, Validation Accuracy: 0.591, Loss: 0.867
Epoch 1 Batch 45/538 - Train Accuracy: 0.572, Validation Accuracy: 0.591, Loss: 0.793
Epoch 1 Batch 46/538 - Train Accuracy: 0.577, Validation Accuracy: 0.596, Loss: 0.820
Epoch 1 Batch 47/538 - Train Accuracy: 0.591, Validation Accuracy: 0.599, Loss: 0.811
Epoch 1 Batch 48/538 - Train Accuracy: 0.607, Validation Accuracy: 0.605, Loss: 0.793
Epoch 1 Batch 49/538 - Train Accuracy: 0.595, Validation Accuracy: 0.606, Loss: 0.852
Epoch 1 Batch 50/538 - Train Accuracy: 0.597, Validation Accuracy: 0.601, Loss: 0.821
Epoch 1 Batch 51/538 - Train Accuracy: 0.536, Validation Accuracy: 0.597, Loss: 0.892
Epoch 1 Batch 52/538 - Train Accuracy: 0.581, Validation Accuracy: 0.600, Loss: 0.848
Epoch 1 Batch 53/538 - Train Accuracy: 0.615, Validation Accuracy: 0.600, Loss: 0.761
Epoch 1 Batch 54/538 - Train Accuracy: 0.588, Validation Accuracy: 0.600, Loss: 0.813
Epoch 1 Batch 55/538 - Train Accuracy: 0.556, Validation Accuracy: 0.595, Loss: 0.832
Epoch 1 Batch 56/538 - Train Accuracy: 0.563, Validation Accuracy: 0.598, Loss: 0.795
Epoch 1 Batch 57/538 - Train Accuracy: 0.563, Validation Accuracy: 0.596, Loss: 0.849
Epoch 1 Batch 58/538 - Train Accuracy: 0.557, Validation Accuracy: 0.596, Loss: 0.846
Epoch 1 Batch 59/538 - Train Accuracy: 0.579, Validation Accuracy: 0.603, Loss: 0.829
Epoch 1 Batch 60/538 - Train Accuracy: 0.603, Validation Accuracy: 0.612, Loss: 0.814
Epoch 1 Batch 61/538 - Train Accuracy: 0.589, Validation Accuracy: 0.610, Loss: 0.818
Epoch 1 Batch 62/538 - Train Accuracy: 0.604, Validation Accuracy: 0.606, Loss: 0.797
Epoch 1 Batch 63/538 - Train Accuracy: 0.609, Validation Accuracy: 0.600, Loss: 0.781
Epoch 1 Batch 64/538 - Train Accuracy: 0.596, Validation Accuracy: 0.604, Loss: 0.766
Epoch 1 Batch 65/538 - Train Accuracy: 0.575, Validation Accuracy: 0.605, Loss: 0.840
Epoch 1 Batch 66/538 - Train Accuracy: 0.600, Validation Accuracy: 0.602, Loss: 0.765
Epoch 1 Batch 67/538 - Train Accuracy: 0.587, Validation Accuracy: 0.604, Loss: 0.809
Epoch 1 Batch 68/538 - Train Accuracy: 0.616, Validation Accuracy: 0.595, Loss: 0.752
Epoch 1 Batch 69/538 - Train Accuracy: 0.579, Validation Accuracy: 0.599, Loss: 0.819
Epoch 1 Batch 70/538 - Train Accuracy: 0.604, Validation Accuracy: 0.605, Loss: 0.784
Epoch 1 Batch 71/538 - Train Accuracy: 0.575, Validation Accuracy: 0.611, Loss: 0.819
Epoch 1 Batch 72/538 - Train Accuracy: 0.635, Validation Accuracy: 0.611, Loss: 0.801
Epoch 1 Batch 73/538 - Train Accuracy: 0.592, Validation Accuracy: 0.613, Loss: 0.824
Epoch 1 Batch 74/538 - Train Accuracy: 0.608, Validation Accuracy: 0.603, Loss: 0.780
Epoch 1 Batch 75/538 - Train Accuracy: 0.594, Validation Accuracy: 0.607, Loss: 0.778
Epoch 1 Batch 76/538 - Train Accuracy: 0.582, Validation Accuracy: 0.602, Loss: 0.821
Epoch 1 Batch 77/538 - Train Accuracy: 0.588, Validation Accuracy: 0.609, Loss: 0.814
Epoch 1 Batch 78/538 - Train Accuracy: 0.601, Validation Accuracy: 0.611, Loss: 0.788
Epoch 1 Batch 79/538 - Train Accuracy: 0.614, Validation Accuracy: 0.610, Loss: 0.743
Epoch 1 Batch 80/538 - Train Accuracy: 0.592, Validation Accuracy: 0.612, Loss: 0.831
Epoch 1 Batch 81/538 - Train Accuracy: 0.591, Validation Accuracy: 0.611, Loss: 0.804
Epoch 1 Batch 82/538 - Train Accuracy: 0.597, Validation Accuracy: 0.612, Loss: 0.793
Epoch 1 Batch 83/538 - Train Accuracy: 0.602, Validation Accuracy: 0.611, Loss: 0.807
Epoch 1 Batch 84/538 - Train Accuracy: 0.586, Validation Accuracy: 0.612, Loss: 0.788
Epoch 1 Batch 85/538 - Train Accuracy: 0.611, Validation Accuracy: 0.611, Loss: 0.727
Epoch 1 Batch 86/538 - Train Accuracy: 0.599, Validation Accuracy: 0.611, Loss: 0.805
Epoch 1 Batch 87/538 - Train Accuracy: 0.591, Validation Accuracy: 0.608, Loss: 0.784
Epoch 1 Batch 88/538 - Train Accuracy: 0.594, Validation Accuracy: 0.614, Loss: 0.805
Epoch 1 Batch 89/538 - Train Accuracy: 0.609, Validation Accuracy: 0.609, Loss: 0.794
Epoch 1 Batch 90/538 - Train Accuracy: 0.589, Validation Accuracy: 0.605, Loss: 0.784
Epoch 1 Batch 91/538 - Train Accuracy: 0.581, Validation Accuracy: 0.597, Loss: 0.802
Epoch 1 Batch 92/538 - Train Accuracy: 0.588, Validation Accuracy: 0.595, Loss: 0.802
Epoch 1 Batch 93/538 - Train Accuracy: 0.573, Validation Accuracy: 0.602, Loss: 0.790
Epoch 1 Batch 94/538 - Train Accuracy: 0.604, Validation Accuracy: 0.614, Loss: 0.788
Epoch 1 Batch 95/538 - Train Accuracy: 0.646, Validation Accuracy: 0.613, Loss: 0.720
Epoch 1 Batch 96/538 - Train Accuracy: 0.616, Validation Accuracy: 0.613, Loss: 0.731
Epoch 1 Batch 97/538 - Train Accuracy: 0.595, Validation Accuracy: 0.618, Loss: 0.777
Epoch 1 Batch 98/538 - Train Accuracy: 0.605, Validation Accuracy: 0.620, Loss: 0.737
Epoch 1 Batch 99/538 - Train Accuracy: 0.599, Validation Accuracy: 0.619, Loss: 0.791
Epoch 1 Batch 100/538 - Train Accuracy: 0.588, Validation Accuracy: 0.620, Loss: 0.766
Epoch 1 Batch 101/538 - Train Accuracy: 0.581, Validation Accuracy: 0.612, Loss: 0.788
Epoch 1 Batch 102/538 - Train Accuracy: 0.598, Validation Accuracy: 0.607, Loss: 0.780
Epoch 1 Batch 103/538 - Train Accuracy: 0.579, Validation Accuracy: 0.611, Loss: 0.756
Epoch 1 Batch 104/538 - Train Accuracy: 0.614, Validation Accuracy: 0.610, Loss: 0.751
Epoch 1 Batch 105/538 - Train Accuracy: 0.593, Validation Accuracy: 0.610, Loss: 0.744
Epoch 1 Batch 106/538 - Train Accuracy: 0.591, Validation Accuracy: 0.612, Loss: 0.749
Epoch 1 Batch 107/538 - Train Accuracy: 0.571, Validation Accuracy: 0.616, Loss: 0.788
Epoch 1 Batch 108/538 - Train Accuracy: 0.615, Validation Accuracy: 0.610, Loss: 0.784
Epoch 1 Batch 109/538 - Train Accuracy: 0.616, Validation Accuracy: 0.605, Loss: 0.757
Epoch 1 Batch 110/538 - Train Accuracy: 0.598, Validation Accuracy: 0.608, Loss: 0.789
Epoch 1 Batch 111/538 - Train Accuracy: 0.625, Validation Accuracy: 0.616, Loss: 0.723
Epoch 1 Batch 112/538 - Train Accuracy: 0.617, Validation Accuracy: 0.622, Loss: 0.778
Epoch 1 Batch 113/538 - Train Accuracy: 0.598, Validation Accuracy: 0.628, Loss: 0.780
Epoch 1 Batch 114/538 - Train Accuracy: 0.638, Validation Accuracy: 0.627, Loss: 0.735
Epoch 1 Batch 115/538 - Train Accuracy: 0.609, Validation Accuracy: 0.622, Loss: 0.777
Epoch 1 Batch 116/538 - Train Accuracy: 0.612, Validation Accuracy: 0.614, Loss: 0.770
Epoch 1 Batch 117/538 - Train Accuracy: 0.621, Validation Accuracy: 0.616, Loss: 0.728
Epoch 1 Batch 118/538 - Train Accuracy: 0.617, Validation Accuracy: 0.618, Loss: 0.747
Epoch 1 Batch 119/538 - Train Accuracy: 0.633, Validation Accuracy: 0.625, Loss: 0.717
Epoch 1 Batch 120/538 - Train Accuracy: 0.612, Validation Accuracy: 0.626, Loss: 0.743
Epoch 1 Batch 121/538 - Train Accuracy: 0.617, Validation Accuracy: 0.622, Loss: 0.722
Epoch 1 Batch 122/538 - Train Accuracy: 0.614, Validation Accuracy: 0.625, Loss: 0.724
Epoch 1 Batch 123/538 - Train Accuracy: 0.638, Validation Accuracy: 0.626, Loss: 0.718
Epoch 1 Batch 124/538 - Train Accuracy: 0.623, Validation Accuracy: 0.624, Loss: 0.708
Epoch 1 Batch 125/538 - Train Accuracy: 0.602, Validation Accuracy: 0.628, Loss: 0.737
Epoch 1 Batch 126/538 - Train Accuracy: 0.628, Validation Accuracy: 0.621, Loss: 0.722
Epoch 1 Batch 127/538 - Train Accuracy: 0.566, Validation Accuracy: 0.612, Loss: 0.790
Epoch 1 Batch 128/538 - Train Accuracy: 0.612, Validation Accuracy: 0.612, Loss: 0.733
Epoch 1 Batch 129/538 - Train Accuracy: 0.592, Validation Accuracy: 0.613, Loss: 0.725
Epoch 1 Batch 130/538 - Train Accuracy: 0.601, Validation Accuracy: 0.623, Loss: 0.731
Epoch 1 Batch 131/538 - Train Accuracy: 0.602, Validation Accuracy: 0.623, Loss: 0.754
Epoch 1 Batch 132/538 - Train Accuracy: 0.609, Validation Accuracy: 0.621, Loss: 0.723
Epoch 1 Batch 133/538 - Train Accuracy: 0.618, Validation Accuracy: 0.619, Loss: 0.699
Epoch 1 Batch 134/538 - Train Accuracy: 0.573, Validation Accuracy: 0.614, Loss: 0.795
Epoch 1 Batch 135/538 - Train Accuracy: 0.612, Validation Accuracy: 0.613, Loss: 0.747
Epoch 1 Batch 136/538 - Train Accuracy: 0.597, Validation Accuracy: 0.617, Loss: 0.727
Epoch 1 Batch 137/538 - Train Accuracy: 0.591, Validation Accuracy: 0.626, Loss: 0.732
Epoch 1 Batch 138/538 - Train Accuracy: 0.602, Validation Accuracy: 0.628, Loss: 0.731
Epoch 1 Batch 139/538 - Train Accuracy: 0.623, Validation Accuracy: 0.615, Loss: 0.807
Epoch 1 Batch 140/538 - Train Accuracy: 0.568, Validation Accuracy: 0.612, Loss: 0.784
Epoch 1 Batch 141/538 - Train Accuracy: 0.605, Validation Accuracy: 0.620, Loss: 0.776
Epoch 1 Batch 142/538 - Train Accuracy: 0.647, Validation Accuracy: 0.631, Loss: 0.712
Epoch 1 Batch 143/538 - Train Accuracy: 0.602, Validation Accuracy: 0.633, Loss: 0.751
Epoch 1 Batch 144/538 - Train Accuracy: 0.620, Validation Accuracy: 0.634, Loss: 0.758
Epoch 1 Batch 145/538 - Train Accuracy: 0.610, Validation Accuracy: 0.628, Loss: 0.741
Epoch 1 Batch 146/538 - Train Accuracy: 0.609, Validation Accuracy: 0.616, Loss: 0.709
Epoch 1 Batch 147/538 - Train Accuracy: 0.613, Validation Accuracy: 0.619, Loss: 0.725
Epoch 1 Batch 148/538 - Train Accuracy: 0.595, Validation Accuracy: 0.619, Loss: 0.793
Epoch 1 Batch 149/538 - Train Accuracy: 0.614, Validation Accuracy: 0.620, Loss: 0.738
Epoch 1 Batch 150/538 - Train Accuracy: 0.625, Validation Accuracy: 0.628, Loss: 0.743
Epoch 1 Batch 151/538 - Train Accuracy: 0.602, Validation Accuracy: 0.632, Loss: 0.715
Epoch 1 Batch 152/538 - Train Accuracy: 0.628, Validation Accuracy: 0.631, Loss: 0.710
Epoch 1 Batch 153/538 - Train Accuracy: 0.600, Validation Accuracy: 0.629, Loss: 0.752
Epoch 1 Batch 154/538 - Train Accuracy: 0.618, Validation Accuracy: 0.630, Loss: 0.719
Epoch 1 Batch 155/538 - Train Accuracy: 0.643, Validation Accuracy: 0.628, Loss: 0.728
Epoch 1 Batch 156/538 - Train Accuracy: 0.606, Validation Accuracy: 0.626, Loss: 0.739
Epoch 1 Batch 157/538 - Train Accuracy: 0.611, Validation Accuracy: 0.627, Loss: 0.688
Epoch 1 Batch 158/538 - Train Accuracy: 0.612, Validation Accuracy: 0.631, Loss: 0.753
Epoch 1 Batch 159/538 - Train Accuracy: 0.606, Validation Accuracy: 0.636, Loss: 0.742
Epoch 1 Batch 160/538 - Train Accuracy: 0.610, Validation Accuracy: 0.632, Loss: 0.693
Epoch 1 Batch 161/538 - Train Accuracy: 0.604, Validation Accuracy: 0.620, Loss: 0.728
Epoch 1 Batch 162/538 - Train Accuracy: 0.624, Validation Accuracy: 0.627, Loss: 0.714
Epoch 1 Batch 163/538 - Train Accuracy: 0.629, Validation Accuracy: 0.631, Loss: 0.731
Epoch 1 Batch 164/538 - Train Accuracy: 0.618, Validation Accuracy: 0.622, Loss: 0.752
Epoch 1 Batch 165/538 - Train Accuracy: 0.627, Validation Accuracy: 0.623, Loss: 0.671
Epoch 1 Batch 166/538 - Train Accuracy: 0.629, Validation Accuracy: 0.624, Loss: 0.728
Epoch 1 Batch 167/538 - Train Accuracy: 0.630, Validation Accuracy: 0.619, Loss: 0.695
Epoch 1 Batch 168/538 - Train Accuracy: 0.606, Validation Accuracy: 0.621, Loss: 0.744
Epoch 1 Batch 169/538 - Train Accuracy: 0.597, Validation Accuracy: 0.623, Loss: 0.700
Epoch 1 Batch 170/538 - Train Accuracy: 0.634, Validation Accuracy: 0.626, Loss: 0.720
Epoch 1 Batch 171/538 - Train Accuracy: 0.599, Validation Accuracy: 0.626, Loss: 0.743
Epoch 1 Batch 172/538 - Train Accuracy: 0.606, Validation Accuracy: 0.630, Loss: 0.707
Epoch 1 Batch 173/538 - Train Accuracy: 0.597, Validation Accuracy: 0.627, Loss: 0.697
Epoch 1 Batch 174/538 - Train Accuracy: 0.570, Validation Accuracy: 0.617, Loss: 0.745
Epoch 1 Batch 175/538 - Train Accuracy: 0.573, Validation Accuracy: 0.618, Loss: 0.750
Epoch 1 Batch 176/538 - Train Accuracy: 0.594, Validation Accuracy: 0.619, Loss: 0.762
Epoch 1 Batch 177/538 - Train Accuracy: 0.603, Validation Accuracy: 0.622, Loss: 0.714
Epoch 1 Batch 178/538 - Train Accuracy: 0.624, Validation Accuracy: 0.620, Loss: 0.696
Epoch 1 Batch 179/538 - Train Accuracy: 0.613, Validation Accuracy: 0.624, Loss: 0.741
Epoch 1 Batch 180/538 - Train Accuracy: 0.643, Validation Accuracy: 0.626, Loss: 0.705
Epoch 1 Batch 181/538 - Train Accuracy: 0.597, Validation Accuracy: 0.631, Loss: 0.743
Epoch 1 Batch 182/538 - Train Accuracy: 0.591, Validation Accuracy: 0.627, Loss: 0.731
Epoch 1 Batch 183/538 - Train Accuracy: 0.634, Validation Accuracy: 0.626, Loss: 0.672
Epoch 1 Batch 184/538 - Train Accuracy: 0.612, Validation Accuracy: 0.622, Loss: 0.684
Epoch 1 Batch 185/538 - Train Accuracy: 0.606, Validation Accuracy: 0.621, Loss: 0.697
Epoch 1 Batch 186/538 - Train Accuracy: 0.612, Validation Accuracy: 0.624, Loss: 0.694
Epoch 1 Batch 187/538 - Train Accuracy: 0.646, Validation Accuracy: 0.630, Loss: 0.678
Epoch 1 Batch 188/538 - Train Accuracy: 0.601, Validation Accuracy: 0.630, Loss: 0.710
Epoch 1 Batch 189/538 - Train Accuracy: 0.618, Validation Accuracy: 0.631, Loss: 0.712
Epoch 1 Batch 190/538 - Train Accuracy: 0.611, Validation Accuracy: 0.627, Loss: 0.723
Epoch 1 Batch 191/538 - Train Accuracy: 0.644, Validation Accuracy: 0.630, Loss: 0.679
Epoch 1 Batch 192/538 - Train Accuracy: 0.599, Validation Accuracy: 0.634, Loss: 0.695
Epoch 1 Batch 193/538 - Train Accuracy: 0.630, Validation Accuracy: 0.636, Loss: 0.677
Epoch 1 Batch 194/538 - Train Accuracy: 0.592, Validation Accuracy: 0.639, Loss: 0.725
Epoch 1 Batch 195/538 - Train Accuracy: 0.625, Validation Accuracy: 0.638, Loss: 0.670
Epoch 1 Batch 196/538 - Train Accuracy: 0.602, Validation Accuracy: 0.635, Loss: 0.680
Epoch 1 Batch 197/538 - Train Accuracy: 0.605, Validation Accuracy: 0.638, Loss: 0.680
Epoch 1 Batch 198/538 - Train Accuracy: 0.636, Validation Accuracy: 0.633, Loss: 0.690
Epoch 1 Batch 199/538 - Train Accuracy: 0.595, Validation Accuracy: 0.633, Loss: 0.718
Epoch 1 Batch 200/538 - Train Accuracy: 0.626, Validation Accuracy: 0.631, Loss: 0.692
Epoch 1 Batch 201/538 - Train Accuracy: 0.615, Validation Accuracy: 0.631, Loss: 0.687
Epoch 1 Batch 202/538 - Train Accuracy: 0.619, Validation Accuracy: 0.622, Loss: 0.728
Epoch 1 Batch 203/538 - Train Accuracy: 0.590, Validation Accuracy: 0.619, Loss: 0.736
Epoch 1 Batch 204/538 - Train Accuracy: 0.579, Validation Accuracy: 0.622, Loss: 0.707
Epoch 1 Batch 205/538 - Train Accuracy: 0.624, Validation Accuracy: 0.629, Loss: 0.671
Epoch 1 Batch 206/538 - Train Accuracy: 0.593, Validation Accuracy: 0.628, Loss: 0.720
Epoch 1 Batch 207/538 - Train Accuracy: 0.631, Validation Accuracy: 0.627, Loss: 0.669
Epoch 1 Batch 208/538 - Train Accuracy: 0.595, Validation Accuracy: 0.627, Loss: 0.708
Epoch 1 Batch 209/538 - Train Accuracy: 0.597, Validation Accuracy: 0.626, Loss: 0.712
Epoch 1 Batch 210/538 - Train Accuracy: 0.609, Validation Accuracy: 0.633, Loss: 0.677
Epoch 1 Batch 211/538 - Train Accuracy: 0.593, Validation Accuracy: 0.633, Loss: 0.734
Epoch 1 Batch 212/538 - Train Accuracy: 0.624, Validation Accuracy: 0.627, Loss: 0.692
Epoch 1 Batch 213/538 - Train Accuracy: 0.592, Validation Accuracy: 0.623, Loss: 0.697
Epoch 1 Batch 214/538 - Train Accuracy: 0.620, Validation Accuracy: 0.625, Loss: 0.693
Epoch 1 Batch 215/538 - Train Accuracy: 0.600, Validation Accuracy: 0.622, Loss: 0.707
Epoch 1 Batch 216/538 - Train Accuracy: 0.579, Validation Accuracy: 0.618, Loss: 0.717
Epoch 1 Batch 217/538 - Train Accuracy: 0.626, Validation Accuracy: 0.619, Loss: 0.672
Epoch 1 Batch 218/538 - Train Accuracy: 0.579, Validation Accuracy: 0.616, Loss: 0.713
Epoch 1 Batch 219/538 - Train Accuracy: 0.586, Validation Accuracy: 0.611, Loss: 0.722
Epoch 1 Batch 220/538 - Train Accuracy: 0.580, Validation Accuracy: 0.618, Loss: 0.676
Epoch 1 Batch 221/538 - Train Accuracy: 0.612, Validation Accuracy: 0.616, Loss: 0.662
Epoch 1 Batch 222/538 - Train Accuracy: 0.594, Validation Accuracy: 0.614, Loss: 0.654
Epoch 1 Batch 223/538 - Train Accuracy: 0.590, Validation Accuracy: 0.621, Loss: 0.712
Epoch 1 Batch 224/538 - Train Accuracy: 0.590, Validation Accuracy: 0.630, Loss: 0.711
Epoch 1 Batch 225/538 - Train Accuracy: 0.623, Validation Accuracy: 0.629, Loss: 0.672
Epoch 1 Batch 226/538 - Train Accuracy: 0.625, Validation Accuracy: 0.628, Loss: 0.667
Epoch 1 Batch 227/538 - Train Accuracy: 0.630, Validation Accuracy: 0.629, Loss: 0.654
Epoch 1 Batch 228/538 - Train Accuracy: 0.602, Validation Accuracy: 0.633, Loss: 0.679
Epoch 1 Batch 229/538 - Train Accuracy: 0.626, Validation Accuracy: 0.631, Loss: 0.681
Epoch 1 Batch 230/538 - Train Accuracy: 0.609, Validation Accuracy: 0.630, Loss: 0.691
Epoch 1 Batch 231/538 - Train Accuracy: 0.602, Validation Accuracy: 0.636, Loss: 0.695
Epoch 1 Batch 232/538 - Train Accuracy: 0.614, Validation Accuracy: 0.640, Loss: 0.694
Epoch 1 Batch 233/538 - Train Accuracy: 0.643, Validation Accuracy: 0.633, Loss: 0.685
Epoch 1 Batch 234/538 - Train Accuracy: 0.584, Validation Accuracy: 0.632, Loss: 0.698
Epoch 1 Batch 235/538 - Train Accuracy: 0.637, Validation Accuracy: 0.634, Loss: 0.654
Epoch 1 Batch 236/538 - Train Accuracy: 0.598, Validation Accuracy: 0.636, Loss: 0.704
Epoch 1 Batch 237/538 - Train Accuracy: 0.614, Validation Accuracy: 0.636, Loss: 0.666
Epoch 1 Batch 238/538 - Train Accuracy: 0.657, Validation Accuracy: 0.635, Loss: 0.650
Epoch 1 Batch 239/538 - Train Accuracy: 0.617, Validation Accuracy: 0.632, Loss: 0.691
Epoch 1 Batch 240/538 - Train Accuracy: 0.619, Validation Accuracy: 0.631, Loss: 0.697
Epoch 1 Batch 241/538 - Train Accuracy: 0.621, Validation Accuracy: 0.633, Loss: 0.683
Epoch 1 Batch 242/538 - Train Accuracy: 0.639, Validation Accuracy: 0.632, Loss: 0.669
Epoch 1 Batch 243/538 - Train Accuracy: 0.578, Validation Accuracy: 0.633, Loss: 0.710
Epoch 1 Batch 244/538 - Train Accuracy: 0.625, Validation Accuracy: 0.629, Loss: 0.659
Epoch 1 Batch 245/538 - Train Accuracy: 0.618, Validation Accuracy: 0.629, Loss: 0.692
Epoch 1 Batch 246/538 - Train Accuracy: 0.646, Validation Accuracy: 0.636, Loss: 0.635
Epoch 1 Batch 247/538 - Train Accuracy: 0.601, Validation Accuracy: 0.643, Loss: 0.695
Epoch 1 Batch 248/538 - Train Accuracy: 0.614, Validation Accuracy: 0.643, Loss: 0.682
Epoch 1 Batch 249/538 - Train Accuracy: 0.606, Validation Accuracy: 0.637, Loss: 0.648
Epoch 1 Batch 250/538 - Train Accuracy: 0.607, Validation Accuracy: 0.637, Loss: 0.669
Epoch 1 Batch 251/538 - Train Accuracy: 0.600, Validation Accuracy: 0.635, Loss: 0.686
Epoch 1 Batch 252/538 - Train Accuracy: 0.637, Validation Accuracy: 0.632, Loss: 0.619
Epoch 1 Batch 253/538 - Train Accuracy: 0.614, Validation Accuracy: 0.632, Loss: 0.649
Epoch 1 Batch 254/538 - Train Accuracy: 0.626, Validation Accuracy: 0.632, Loss: 0.678
Epoch 1 Batch 255/538 - Train Accuracy: 0.624, Validation Accuracy: 0.632, Loss: 0.666
Epoch 1 Batch 256/538 - Train Accuracy: 0.603, Validation Accuracy: 0.629, Loss: 0.685
Epoch 1 Batch 257/538 - Train Accuracy: 0.632, Validation Accuracy: 0.639, Loss: 0.646
Epoch 1 Batch 258/538 - Train Accuracy: 0.650, Validation Accuracy: 0.646, Loss: 0.647
Epoch 1 Batch 259/538 - Train Accuracy: 0.634, Validation Accuracy: 0.648, Loss: 0.639
Epoch 1 Batch 260/538 - Train Accuracy: 0.619, Validation Accuracy: 0.644, Loss: 0.660
Epoch 1 Batch 261/538 - Train Accuracy: 0.610, Validation Accuracy: 0.649, Loss: 0.685
Epoch 1 Batch 262/538 - Train Accuracy: 0.624, Validation Accuracy: 0.644, Loss: 0.665
Epoch 1 Batch 263/538 - Train Accuracy: 0.612, Validation Accuracy: 0.639, Loss: 0.665
Epoch 1 Batch 264/538 - Train Accuracy: 0.596, Validation Accuracy: 0.625, Loss: 0.681
Epoch 1 Batch 265/538 - Train Accuracy: 0.588, Validation Accuracy: 0.630, Loss: 0.699
Epoch 1 Batch 266/538 - Train Accuracy: 0.624, Validation Accuracy: 0.639, Loss: 0.659
Epoch 1 Batch 267/538 - Train Accuracy: 0.620, Validation Accuracy: 0.631, Loss: 0.662
Epoch 1 Batch 268/538 - Train Accuracy: 0.647, Validation Accuracy: 0.632, Loss: 0.630
Epoch 1 Batch 269/538 - Train Accuracy: 0.622, Validation Accuracy: 0.636, Loss: 0.657
Epoch 1 Batch 270/538 - Train Accuracy: 0.598, Validation Accuracy: 0.631, Loss: 0.665
Epoch 1 Batch 271/538 - Train Accuracy: 0.613, Validation Accuracy: 0.631, Loss: 0.670
Epoch 1 Batch 272/538 - Train Accuracy: 0.579, Validation Accuracy: 0.628, Loss: 0.710
Epoch 1 Batch 273/538 - Train Accuracy: 0.614, Validation Accuracy: 0.632, Loss: 0.676
Epoch 1 Batch 274/538 - Train Accuracy: 0.592, Validation Accuracy: 0.640, Loss: 0.702
Epoch 1 Batch 275/538 - Train Accuracy: 0.607, Validation Accuracy: 0.647, Loss: 0.686
Epoch 1 Batch 276/538 - Train Accuracy: 0.631, Validation Accuracy: 0.643, Loss: 0.677
Epoch 1 Batch 277/538 - Train Accuracy: 0.621, Validation Accuracy: 0.638, Loss: 0.660
Epoch 1 Batch 278/538 - Train Accuracy: 0.624, Validation Accuracy: 0.636, Loss: 0.666
Epoch 1 Batch 279/538 - Train Accuracy: 0.632, Validation Accuracy: 0.644, Loss: 0.651
Epoch 1 Batch 280/538 - Train Accuracy: 0.668, Validation Accuracy: 0.648, Loss: 0.621
Epoch 1 Batch 281/538 - Train Accuracy: 0.625, Validation Accuracy: 0.649, Loss: 0.675
Epoch 1 Batch 282/538 - Train Accuracy: 0.645, Validation Accuracy: 0.648, Loss: 0.655
Epoch 1 Batch 283/538 - Train Accuracy: 0.618, Validation Accuracy: 0.646, Loss: 0.648
Epoch 1 Batch 284/538 - Train Accuracy: 0.633, Validation Accuracy: 0.647, Loss: 0.655
Epoch 1 Batch 285/538 - Train Accuracy: 0.633, Validation Accuracy: 0.641, Loss: 0.622
Epoch 1 Batch 286/538 - Train Accuracy: 0.617, Validation Accuracy: 0.640, Loss: 0.658
Epoch 1 Batch 287/538 - Train Accuracy: 0.644, Validation Accuracy: 0.639, Loss: 0.647
Epoch 1 Batch 288/538 - Train Accuracy: 0.603, Validation Accuracy: 0.641, Loss: 0.674
Epoch 1 Batch 289/538 - Train Accuracy: 0.651, Validation Accuracy: 0.643, Loss: 0.607
Epoch 1 Batch 290/538 - Train Accuracy: 0.597, Validation Accuracy: 0.638, Loss: 0.650
Epoch 1 Batch 291/538 - Train Accuracy: 0.628, Validation Accuracy: 0.641, Loss: 0.628
Epoch 1 Batch 292/538 - Train Accuracy: 0.638, Validation Accuracy: 0.649, Loss: 0.617
Epoch 1 Batch 293/538 - Train Accuracy: 0.630, Validation Accuracy: 0.649, Loss: 0.630
Epoch 1 Batch 294/538 - Train Accuracy: 0.600, Validation Accuracy: 0.646, Loss: 0.684
Epoch 1 Batch 295/538 - Train Accuracy: 0.638, Validation Accuracy: 0.650, Loss: 0.599
Epoch 1 Batch 296/538 - Train Accuracy: 0.625, Validation Accuracy: 0.641, Loss: 0.637
Epoch 1 Batch 297/538 - Train Accuracy: 0.623, Validation Accuracy: 0.639, Loss: 0.685
Epoch 1 Batch 298/538 - Train Accuracy: 0.625, Validation Accuracy: 0.636, Loss: 0.645
Epoch 1 Batch 299/538 - Train Accuracy: 0.608, Validation Accuracy: 0.631, Loss: 0.648
Epoch 1 Batch 300/538 - Train Accuracy: 0.643, Validation Accuracy: 0.640, Loss: 0.639
Epoch 1 Batch 301/538 - Train Accuracy: 0.632, Validation Accuracy: 0.650, Loss: 0.641
Epoch 1 Batch 302/538 - Train Accuracy: 0.648, Validation Accuracy: 0.645, Loss: 0.625
Epoch 1 Batch 303/538 - Train Accuracy: 0.675, Validation Accuracy: 0.643, Loss: 0.614
Epoch 1 Batch 304/538 - Train Accuracy: 0.621, Validation Accuracy: 0.642, Loss: 0.665
Epoch 1 Batch 305/538 - Train Accuracy: 0.624, Validation Accuracy: 0.640, Loss: 0.626
Epoch 1 Batch 306/538 - Train Accuracy: 0.644, Validation Accuracy: 0.638, Loss: 0.636
Epoch 1 Batch 307/538 - Train Accuracy: 0.627, Validation Accuracy: 0.640, Loss: 0.641
Epoch 1 Batch 308/538 - Train Accuracy: 0.635, Validation Accuracy: 0.646, Loss: 0.627
Epoch 1 Batch 309/538 - Train Accuracy: 0.611, Validation Accuracy: 0.641, Loss: 0.642
Epoch 1 Batch 310/538 - Train Accuracy: 0.613, Validation Accuracy: 0.640, Loss: 0.643
Epoch 1 Batch 311/538 - Train Accuracy: 0.637, Validation Accuracy: 0.640, Loss: 0.619
Epoch 1 Batch 312/538 - Train Accuracy: 0.687, Validation Accuracy: 0.646, Loss: 0.596
Epoch 1 Batch 313/538 - Train Accuracy: 0.629, Validation Accuracy: 0.650, Loss: 0.666
Epoch 1 Batch 314/538 - Train Accuracy: 0.627, Validation Accuracy: 0.654, Loss: 0.635
Epoch 1 Batch 315/538 - Train Accuracy: 0.628, Validation Accuracy: 0.646, Loss: 0.624
Epoch 1 Batch 316/538 - Train Accuracy: 0.629, Validation Accuracy: 0.643, Loss: 0.622
Epoch 1 Batch 317/538 - Train Accuracy: 0.635, Validation Accuracy: 0.643, Loss: 0.642
Epoch 1 Batch 318/538 - Train Accuracy: 0.626, Validation Accuracy: 0.648, Loss: 0.627
Epoch 1 Batch 319/538 - Train Accuracy: 0.642, Validation Accuracy: 0.646, Loss: 0.621
Epoch 1 Batch 320/538 - Train Accuracy: 0.633, Validation Accuracy: 0.648, Loss: 0.625
Epoch 1 Batch 321/538 - Train Accuracy: 0.625, Validation Accuracy: 0.646, Loss: 0.605
Epoch 1 Batch 322/538 - Train Accuracy: 0.655, Validation Accuracy: 0.650, Loss: 0.630
Epoch 1 Batch 323/538 - Train Accuracy: 0.647, Validation Accuracy: 0.647, Loss: 0.616
Epoch 1 Batch 324/538 - Train Accuracy: 0.614, Validation Accuracy: 0.649, Loss: 0.667
Epoch 1 Batch 325/538 - Train Accuracy: 0.644, Validation Accuracy: 0.654, Loss: 0.625
Epoch 1 Batch 326/538 - Train Accuracy: 0.626, Validation Accuracy: 0.648, Loss: 0.634
Epoch 1 Batch 327/538 - Train Accuracy: 0.630, Validation Accuracy: 0.645, Loss: 0.652
Epoch 1 Batch 328/538 - Train Accuracy: 0.662, Validation Accuracy: 0.637, Loss: 0.607
Epoch 1 Batch 329/538 - Train Accuracy: 0.652, Validation Accuracy: 0.642, Loss: 0.629
Epoch 1 Batch 330/538 - Train Accuracy: 0.635, Validation Accuracy: 0.642, Loss: 0.601
Epoch 1 Batch 331/538 - Train Accuracy: 0.624, Validation Accuracy: 0.641, Loss: 0.618
Epoch 1 Batch 332/538 - Train Accuracy: 0.627, Validation Accuracy: 0.647, Loss: 0.652
Epoch 1 Batch 333/538 - Train Accuracy: 0.637, Validation Accuracy: 0.645, Loss: 0.612
Epoch 1 Batch 334/538 - Train Accuracy: 0.665, Validation Accuracy: 0.651, Loss: 0.589
Epoch 1 Batch 335/538 - Train Accuracy: 0.638, Validation Accuracy: 0.650, Loss: 0.622
Epoch 1 Batch 336/538 - Train Accuracy: 0.635, Validation Accuracy: 0.654, Loss: 0.618
Epoch 1 Batch 337/538 - Train Accuracy: 0.653, Validation Accuracy: 0.651, Loss: 0.630
Epoch 1 Batch 338/538 - Train Accuracy: 0.612, Validation Accuracy: 0.654, Loss: 0.633
Epoch 1 Batch 339/538 - Train Accuracy: 0.646, Validation Accuracy: 0.661, Loss: 0.603
Epoch 1 Batch 340/538 - Train Accuracy: 0.616, Validation Accuracy: 0.656, Loss: 0.661
Epoch 1 Batch 341/538 - Train Accuracy: 0.637, Validation Accuracy: 0.654, Loss: 0.627
Epoch 1 Batch 342/538 - Train Accuracy: 0.645, Validation Accuracy: 0.657, Loss: 0.609
Epoch 1 Batch 343/538 - Train Accuracy: 0.655, Validation Accuracy: 0.662, Loss: 0.642
Epoch 1 Batch 344/538 - Train Accuracy: 0.634, Validation Accuracy: 0.659, Loss: 0.622
Epoch 1 Batch 345/538 - Train Accuracy: 0.642, Validation Accuracy: 0.656, Loss: 0.608
Epoch 1 Batch 346/538 - Train Accuracy: 0.617, Validation Accuracy: 0.650, Loss: 0.623
Epoch 1 Batch 347/538 - Train Accuracy: 0.650, Validation Accuracy: 0.655, Loss: 0.628
Epoch 1 Batch 348/538 - Train Accuracy: 0.645, Validation Accuracy: 0.653, Loss: 0.592
Epoch 1 Batch 349/538 - Train Accuracy: 0.624, Validation Accuracy: 0.658, Loss: 0.618
Epoch 1 Batch 350/538 - Train Accuracy: 0.643, Validation Accuracy: 0.658, Loss: 0.641
Epoch 1 Batch 351/538 - Train Accuracy: 0.626, Validation Accuracy: 0.659, Loss: 0.657
Epoch 1 Batch 352/538 - Train Accuracy: 0.649, Validation Accuracy: 0.652, Loss: 0.619
Epoch 1 Batch 353/538 - Train Accuracy: 0.635, Validation Accuracy: 0.652, Loss: 0.649
Epoch 1 Batch 354/538 - Train Accuracy: 0.613, Validation Accuracy: 0.649, Loss: 0.636
Epoch 1 Batch 355/538 - Train Accuracy: 0.619, Validation Accuracy: 0.649, Loss: 0.646
Epoch 1 Batch 356/538 - Train Accuracy: 0.652, Validation Accuracy: 0.653, Loss: 0.582
Epoch 1 Batch 357/538 - Train Accuracy: 0.627, Validation Accuracy: 0.655, Loss: 0.615
Epoch 1 Batch 358/538 - Train Accuracy: 0.635, Validation Accuracy: 0.651, Loss: 0.622
Epoch 1 Batch 359/538 - Train Accuracy: 0.644, Validation Accuracy: 0.640, Loss: 0.613
Epoch 1 Batch 360/538 - Train Accuracy: 0.628, Validation Accuracy: 0.639, Loss: 0.633
Epoch 1 Batch 361/538 - Train Accuracy: 0.636, Validation Accuracy: 0.634, Loss: 0.605
Epoch 1 Batch 362/538 - Train Accuracy: 0.637, Validation Accuracy: 0.632, Loss: 0.584
Epoch 1 Batch 363/538 - Train Accuracy: 0.625, Validation Accuracy: 0.637, Loss: 0.590
Epoch 1 Batch 364/538 - Train Accuracy: 0.595, Validation Accuracy: 0.643, Loss: 0.654
Epoch 1 Batch 365/538 - Train Accuracy: 0.637, Validation Accuracy: 0.642, Loss: 0.617
Epoch 1 Batch 366/538 - Train Accuracy: 0.633, Validation Accuracy: 0.638, Loss: 0.631
Epoch 1 Batch 367/538 - Train Accuracy: 0.639, Validation Accuracy: 0.644, Loss: 0.601
Epoch 1 Batch 368/538 - Train Accuracy: 0.680, Validation Accuracy: 0.646, Loss: 0.552
Epoch 1 Batch 369/538 - Train Accuracy: 0.635, Validation Accuracy: 0.642, Loss: 0.619
Epoch 1 Batch 370/538 - Train Accuracy: 0.614, Validation Accuracy: 0.644, Loss: 0.643
Epoch 1 Batch 371/538 - Train Accuracy: 0.640, Validation Accuracy: 0.653, Loss: 0.601
Epoch 1 Batch 372/538 - Train Accuracy: 0.653, Validation Accuracy: 0.651, Loss: 0.615
Epoch 1 Batch 373/538 - Train Accuracy: 0.632, Validation Accuracy: 0.654, Loss: 0.606
Epoch 1 Batch 374/538 - Train Accuracy: 0.626, Validation Accuracy: 0.654, Loss: 0.632
Epoch 1 Batch 375/538 - Train Accuracy: 0.648, Validation Accuracy: 0.652, Loss: 0.573
Epoch 1 Batch 376/538 - Train Accuracy: 0.647, Validation Accuracy: 0.647, Loss: 0.618
Epoch 1 Batch 377/538 - Train Accuracy: 0.633, Validation Accuracy: 0.648, Loss: 0.602
Epoch 1 Batch 378/538 - Train Accuracy: 0.653, Validation Accuracy: 0.652, Loss: 0.584
Epoch 1 Batch 379/538 - Train Accuracy: 0.653, Validation Accuracy: 0.656, Loss: 0.594
Epoch 1 Batch 380/538 - Train Accuracy: 0.618, Validation Accuracy: 0.656, Loss: 0.605
Epoch 1 Batch 381/538 - Train Accuracy: 0.655, Validation Accuracy: 0.658, Loss: 0.573
Epoch 1 Batch 382/538 - Train Accuracy: 0.620, Validation Accuracy: 0.656, Loss: 0.614
Epoch 1 Batch 383/538 - Train Accuracy: 0.646, Validation Accuracy: 0.656, Loss: 0.609
Epoch 1 Batch 384/538 - Train Accuracy: 0.668, Validation Accuracy: 0.655, Loss: 0.593
Epoch 1 Batch 385/538 - Train Accuracy: 0.642, Validation Accuracy: 0.654, Loss: 0.595
Epoch 1 Batch 386/538 - Train Accuracy: 0.627, Validation Accuracy: 0.655, Loss: 0.630
Epoch 1 Batch 387/538 - Train Accuracy: 0.653, Validation Accuracy: 0.664, Loss: 0.619
Epoch 1 Batch 388/538 - Train Accuracy: 0.653, Validation Accuracy: 0.665, Loss: 0.599
Epoch 1 Batch 389/538 - Train Accuracy: 0.631, Validation Accuracy: 0.660, Loss: 0.626
Epoch 1 Batch 390/538 - Train Accuracy: 0.675, Validation Accuracy: 0.666, Loss: 0.596
Epoch 1 Batch 391/538 - Train Accuracy: 0.650, Validation Accuracy: 0.667, Loss: 0.591
Epoch 1 Batch 392/538 - Train Accuracy: 0.646, Validation Accuracy: 0.669, Loss: 0.589
Epoch 1 Batch 393/538 - Train Accuracy: 0.659, Validation Accuracy: 0.670, Loss: 0.581
Epoch 1 Batch 394/538 - Train Accuracy: 0.601, Validation Accuracy: 0.669, Loss: 0.634
Epoch 1 Batch 395/538 - Train Accuracy: 0.624, Validation Accuracy: 0.668, Loss: 0.619
Epoch 1 Batch 396/538 - Train Accuracy: 0.633, Validation Accuracy: 0.664, Loss: 0.598
Epoch 1 Batch 397/538 - Train Accuracy: 0.632, Validation Accuracy: 0.663, Loss: 0.631
Epoch 1 Batch 398/538 - Train Accuracy: 0.629, Validation Accuracy: 0.667, Loss: 0.617
Epoch 1 Batch 399/538 - Train Accuracy: 0.623, Validation Accuracy: 0.662, Loss: 0.629
Epoch 1 Batch 400/538 - Train Accuracy: 0.632, Validation Accuracy: 0.659, Loss: 0.600
Epoch 1 Batch 401/538 - Train Accuracy: 0.661, Validation Accuracy: 0.664, Loss: 0.624
Epoch 1 Batch 402/538 - Train Accuracy: 0.661, Validation Accuracy: 0.664, Loss: 0.601
Epoch 1 Batch 403/538 - Train Accuracy: 0.629, Validation Accuracy: 0.665, Loss: 0.609
Epoch 1 Batch 404/538 - Train Accuracy: 0.648, Validation Accuracy: 0.663, Loss: 0.592
Epoch 1 Batch 405/538 - Train Accuracy: 0.631, Validation Accuracy: 0.661, Loss: 0.583
Epoch 1 Batch 406/538 - Train Accuracy: 0.653, Validation Accuracy: 0.662, Loss: 0.586
Epoch 1 Batch 407/538 - Train Accuracy: 0.647, Validation Accuracy: 0.667, Loss: 0.608
Epoch 1 Batch 408/538 - Train Accuracy: 0.614, Validation Accuracy: 0.668, Loss: 0.637
Epoch 1 Batch 409/538 - Train Accuracy: 0.644, Validation Accuracy: 0.663, Loss: 0.618
Epoch 1 Batch 410/538 - Train Accuracy: 0.632, Validation Accuracy: 0.661, Loss: 0.603
Epoch 1 Batch 411/538 - Train Accuracy: 0.619, Validation Accuracy: 0.653, Loss: 0.565
Epoch 1 Batch 412/538 - Train Accuracy: 0.645, Validation Accuracy: 0.652, Loss: 0.573
Epoch 1 Batch 413/538 - Train Accuracy: 0.628, Validation Accuracy: 0.659, Loss: 0.609
Epoch 1 Batch 414/538 - Train Accuracy: 0.651, Validation Accuracy: 0.665, Loss: 0.604
Epoch 1 Batch 415/538 - Train Accuracy: 0.623, Validation Accuracy: 0.662, Loss: 0.617
Epoch 1 Batch 416/538 - Train Accuracy: 0.678, Validation Accuracy: 0.664, Loss: 0.570
Epoch 1 Batch 417/538 - Train Accuracy: 0.631, Validation Accuracy: 0.663, Loss: 0.602
Epoch 1 Batch 418/538 - Train Accuracy: 0.637, Validation Accuracy: 0.663, Loss: 0.609
Epoch 1 Batch 419/538 - Train Accuracy: 0.642, Validation Accuracy: 0.664, Loss: 0.578
Epoch 1 Batch 420/538 - Train Accuracy: 0.644, Validation Accuracy: 0.666, Loss: 0.587
Epoch 1 Batch 421/538 - Train Accuracy: 0.643, Validation Accuracy: 0.661, Loss: 0.573
Epoch 1 Batch 422/538 - Train Accuracy: 0.652, Validation Accuracy: 0.666, Loss: 0.595
Epoch 1 Batch 423/538 - Train Accuracy: 0.644, Validation Accuracy: 0.667, Loss: 0.623
Epoch 1 Batch 424/538 - Train Accuracy: 0.631, Validation Accuracy: 0.663, Loss: 0.589
Epoch 1 Batch 425/538 - Train Accuracy: 0.647, Validation Accuracy: 0.667, Loss: 0.590
Epoch 1 Batch 426/538 - Train Accuracy: 0.675, Validation Accuracy: 0.673, Loss: 0.578
Epoch 1 Batch 427/538 - Train Accuracy: 0.638, Validation Accuracy: 0.673, Loss: 0.606
Epoch 1 Batch 428/538 - Train Accuracy: 0.660, Validation Accuracy: 0.674, Loss: 0.577
Epoch 1 Batch 429/538 - Train Accuracy: 0.667, Validation Accuracy: 0.677, Loss: 0.582
Epoch 1 Batch 430/538 - Train Accuracy: 0.663, Validation Accuracy: 0.676, Loss: 0.594
Epoch 1 Batch 431/538 - Train Accuracy: 0.657, Validation Accuracy: 0.672, Loss: 0.585
Epoch 1 Batch 432/538 - Train Accuracy: 0.686, Validation Accuracy: 0.669, Loss: 0.550
Epoch 1 Batch 433/538 - Train Accuracy: 0.618, Validation Accuracy: 0.670, Loss: 0.621
Epoch 1 Batch 434/538 - Train Accuracy: 0.624, Validation Accuracy: 0.670, Loss: 0.622
Epoch 1 Batch 435/538 - Train Accuracy: 0.641, Validation Accuracy: 0.672, Loss: 0.584
Epoch 1 Batch 436/538 - Train Accuracy: 0.621, Validation Accuracy: 0.672, Loss: 0.615
Epoch 1 Batch 437/538 - Train Accuracy: 0.628, Validation Accuracy: 0.673, Loss: 0.617
Epoch 1 Batch 438/538 - Train Accuracy: 0.666, Validation Accuracy: 0.676, Loss: 0.576
Epoch 1 Batch 439/538 - Train Accuracy: 0.684, Validation Accuracy: 0.679, Loss: 0.577
Epoch 1 Batch 440/538 - Train Accuracy: 0.655, Validation Accuracy: 0.674, Loss: 0.626
Epoch 1 Batch 441/538 - Train Accuracy: 0.622, Validation Accuracy: 0.674, Loss: 0.596
Epoch 1 Batch 442/538 - Train Accuracy: 0.663, Validation Accuracy: 0.673, Loss: 0.540
Epoch 1 Batch 443/538 - Train Accuracy: 0.674, Validation Accuracy: 0.678, Loss: 0.577
Epoch 1 Batch 444/538 - Train Accuracy: 0.703, Validation Accuracy: 0.676, Loss: 0.553
Epoch 1 Batch 445/538 - Train Accuracy: 0.657, Validation Accuracy: 0.674, Loss: 0.581
Epoch 1 Batch 446/538 - Train Accuracy: 0.677, Validation Accuracy: 0.677, Loss: 0.559
Epoch 1 Batch 447/538 - Train Accuracy: 0.622, Validation Accuracy: 0.674, Loss: 0.603
Epoch 1 Batch 448/538 - Train Accuracy: 0.660, Validation Accuracy: 0.673, Loss: 0.551
Epoch 1 Batch 449/538 - Train Accuracy: 0.642, Validation Accuracy: 0.667, Loss: 0.603
Epoch 1 Batch 450/538 - Train Accuracy: 0.653, Validation Accuracy: 0.672, Loss: 0.592
Epoch 1 Batch 451/538 - Train Accuracy: 0.629, Validation Accuracy: 0.671, Loss: 0.588
Epoch 1 Batch 452/538 - Train Accuracy: 0.660, Validation Accuracy: 0.660, Loss: 0.565
Epoch 1 Batch 453/538 - Train Accuracy: 0.627, Validation Accuracy: 0.661, Loss: 0.599
Epoch 1 Batch 454/538 - Train Accuracy: 0.657, Validation Accuracy: 0.667, Loss: 0.572
Epoch 1 Batch 455/538 - Train Accuracy: 0.676, Validation Accuracy: 0.673, Loss: 0.538
Epoch 1 Batch 456/538 - Train Accuracy: 0.728, Validation Accuracy: 0.685, Loss: 0.522
Epoch 1 Batch 457/538 - Train Accuracy: 0.646, Validation Accuracy: 0.686, Loss: 0.611
Epoch 1 Batch 458/538 - Train Accuracy: 0.651, Validation Accuracy: 0.684, Loss: 0.563
Epoch 1 Batch 459/538 - Train Accuracy: 0.679, Validation Accuracy: 0.679, Loss: 0.584
Epoch 1 Batch 460/538 - Train Accuracy: 0.620, Validation Accuracy: 0.683, Loss: 0.565
Epoch 1 Batch 461/538 - Train Accuracy: 0.627, Validation Accuracy: 0.678, Loss: 0.620
Epoch 1 Batch 462/538 - Train Accuracy: 0.653, Validation Accuracy: 0.675, Loss: 0.574
Epoch 1 Batch 463/538 - Train Accuracy: 0.640, Validation Accuracy: 0.677, Loss: 0.598
Epoch 1 Batch 464/538 - Train Accuracy: 0.637, Validation Accuracy: 0.671, Loss: 0.599
Epoch 1 Batch 465/538 - Train Accuracy: 0.635, Validation Accuracy: 0.671, Loss: 0.588
Epoch 1 Batch 466/538 - Train Accuracy: 0.643, Validation Accuracy: 0.677, Loss: 0.595
Epoch 1 Batch 467/538 - Train Accuracy: 0.643, Validation Accuracy: 0.678, Loss: 0.569
Epoch 1 Batch 468/538 - Train Accuracy: 0.690, Validation Accuracy: 0.688, Loss: 0.602
Epoch 1 Batch 469/538 - Train Accuracy: 0.639, Validation Accuracy: 0.688, Loss: 0.587
Epoch 1 Batch 470/538 - Train Accuracy: 0.666, Validation Accuracy: 0.679, Loss: 0.568
Epoch 1 Batch 471/538 - Train Accuracy: 0.655, Validation Accuracy: 0.676, Loss: 0.570
Epoch 1 Batch 472/538 - Train Accuracy: 0.666, Validation Accuracy: 0.674, Loss: 0.558
Epoch 1 Batch 473/538 - Train Accuracy: 0.633, Validation Accuracy: 0.676, Loss: 0.592
Epoch 1 Batch 474/538 - Train Accuracy: 0.661, Validation Accuracy: 0.678, Loss: 0.546
Epoch 1 Batch 475/538 - Train Accuracy: 0.668, Validation Accuracy: 0.684, Loss: 0.562
Epoch 1 Batch 476/538 - Train Accuracy: 0.626, Validation Accuracy: 0.684, Loss: 0.591
Epoch 1 Batch 477/538 - Train Accuracy: 0.662, Validation Accuracy: 0.686, Loss: 0.580
Epoch 1 Batch 478/538 - Train Accuracy: 0.679, Validation Accuracy: 0.682, Loss: 0.555
Epoch 1 Batch 479/538 - Train Accuracy: 0.674, Validation Accuracy: 0.683, Loss: 0.553
Epoch 1 Batch 480/538 - Train Accuracy: 0.661, Validation Accuracy: 0.682, Loss: 0.559
Epoch 1 Batch 481/538 - Train Accuracy: 0.685, Validation Accuracy: 0.674, Loss: 0.565
Epoch 1 Batch 482/538 - Train Accuracy: 0.665, Validation Accuracy: 0.671, Loss: 0.510
Epoch 1 Batch 483/538 - Train Accuracy: 0.639, Validation Accuracy: 0.667, Loss: 0.583
Epoch 1 Batch 484/538 - Train Accuracy: 0.663, Validation Accuracy: 0.659, Loss: 0.568
Epoch 1 Batch 485/538 - Train Accuracy: 0.664, Validation Accuracy: 0.653, Loss: 0.560
Epoch 1 Batch 486/538 - Train Accuracy: 0.650, Validation Accuracy: 0.652, Loss: 0.559
Epoch 1 Batch 487/538 - Train Accuracy: 0.647, Validation Accuracy: 0.657, Loss: 0.547
Epoch 1 Batch 488/538 - Train Accuracy: 0.684, Validation Accuracy: 0.668, Loss: 0.574
Epoch 1 Batch 489/538 - Train Accuracy: 0.647, Validation Accuracy: 0.676, Loss: 0.590
Epoch 1 Batch 490/538 - Train Accuracy: 0.657, Validation Accuracy: 0.678, Loss: 0.559
Epoch 1 Batch 491/538 - Train Accuracy: 0.634, Validation Accuracy: 0.681, Loss: 0.615
Epoch 1 Batch 492/538 - Train Accuracy: 0.661, Validation Accuracy: 0.684, Loss: 0.579
Epoch 1 Batch 493/538 - Train Accuracy: 0.628, Validation Accuracy: 0.688, Loss: 0.555
Epoch 1 Batch 494/538 - Train Accuracy: 0.654, Validation Accuracy: 0.684, Loss: 0.597
Epoch 1 Batch 495/538 - Train Accuracy: 0.648, Validation Accuracy: 0.684, Loss: 0.587
Epoch 1 Batch 496/538 - Train Accuracy: 0.654, Validation Accuracy: 0.681, Loss: 0.555
Epoch 1 Batch 497/538 - Train Accuracy: 0.666, Validation Accuracy: 0.681, Loss: 0.550
Epoch 1 Batch 498/538 - Train Accuracy: 0.643, Validation Accuracy: 0.684, Loss: 0.558
Epoch 1 Batch 499/538 - Train Accuracy: 0.686, Validation Accuracy: 0.685, Loss: 0.554
Epoch 1 Batch 500/538 - Train Accuracy: 0.681, Validation Accuracy: 0.688, Loss: 0.517
Epoch 1 Batch 501/538 - Train Accuracy: 0.677, Validation Accuracy: 0.688, Loss: 0.562
Epoch 1 Batch 502/538 - Train Accuracy: 0.648, Validation Accuracy: 0.685, Loss: 0.569
Epoch 1 Batch 503/538 - Train Accuracy: 0.700, Validation Accuracy: 0.685, Loss: 0.549
Epoch 1 Batch 504/538 - Train Accuracy: 0.679, Validation Accuracy: 0.687, Loss: 0.569
Epoch 1 Batch 505/538 - Train Accuracy: 0.650, Validation Accuracy: 0.680, Loss: 0.567
Epoch 1 Batch 506/538 - Train Accuracy: 0.668, Validation Accuracy: 0.673, Loss: 0.553
Epoch 1 Batch 507/538 - Train Accuracy: 0.644, Validation Accuracy: 0.673, Loss: 0.596
Epoch 1 Batch 508/538 - Train Accuracy: 0.668, Validation Accuracy: 0.676, Loss: 0.544
Epoch 1 Batch 509/538 - Train Accuracy: 0.654, Validation Accuracy: 0.682, Loss: 0.568
Epoch 1 Batch 510/538 - Train Accuracy: 0.666, Validation Accuracy: 0.683, Loss: 0.549
Epoch 1 Batch 511/538 - Train Accuracy: 0.676, Validation Accuracy: 0.680, Loss: 0.537
Epoch 1 Batch 512/538 - Train Accuracy: 0.678, Validation Accuracy: 0.681, Loss: 0.551
Epoch 1 Batch 513/538 - Train Accuracy: 0.636, Validation Accuracy: 0.683, Loss: 0.571
Epoch 1 Batch 514/538 - Train Accuracy: 0.643, Validation Accuracy: 0.685, Loss: 0.587
Epoch 1 Batch 515/538 - Train Accuracy: 0.654, Validation Accuracy: 0.688, Loss: 0.568
Epoch 1 Batch 516/538 - Train Accuracy: 0.647, Validation Accuracy: 0.692, Loss: 0.561
Epoch 1 Batch 517/538 - Train Accuracy: 0.665, Validation Accuracy: 0.689, Loss: 0.538
Epoch 1 Batch 518/538 - Train Accuracy: 0.650, Validation Accuracy: 0.681, Loss: 0.584
Epoch 1 Batch 519/538 - Train Accuracy: 0.682, Validation Accuracy: 0.675, Loss: 0.540
Epoch 1 Batch 520/538 - Train Accuracy: 0.655, Validation Accuracy: 0.668, Loss: 0.592
Epoch 1 Batch 521/538 - Train Accuracy: 0.640, Validation Accuracy: 0.664, Loss: 0.586
Epoch 1 Batch 522/538 - Train Accuracy: 0.640, Validation Accuracy: 0.670, Loss: 0.578
Epoch 1 Batch 523/538 - Train Accuracy: 0.645, Validation Accuracy: 0.670, Loss: 0.562
Epoch 1 Batch 524/538 - Train Accuracy: 0.636, Validation Accuracy: 0.672, Loss: 0.581
Epoch 1 Batch 525/538 - Train Accuracy: 0.682, Validation Accuracy: 0.677, Loss: 0.548
Epoch 1 Batch 526/538 - Train Accuracy: 0.654, Validation Accuracy: 0.678, Loss: 0.560
Epoch 1 Batch 527/538 - Train Accuracy: 0.690, Validation Accuracy: 0.678, Loss: 0.564
Epoch 1 Batch 528/538 - Train Accuracy: 0.640, Validation Accuracy: 0.679, Loss: 0.605
Epoch 1 Batch 529/538 - Train Accuracy: 0.657, Validation Accuracy: 0.683, Loss: 0.562
Epoch 1 Batch 530/538 - Train Accuracy: 0.646, Validation Accuracy: 0.683, Loss: 0.586
Epoch 1 Batch 531/538 - Train Accuracy: 0.678, Validation Accuracy: 0.688, Loss: 0.572
Epoch 1 Batch 532/538 - Train Accuracy: 0.643, Validation Accuracy: 0.686, Loss: 0.555
Epoch 1 Batch 533/538 - Train Accuracy: 0.679, Validation Accuracy: 0.685, Loss: 0.567
Epoch 1 Batch 534/538 - Train Accuracy: 0.647, Validation Accuracy: 0.688, Loss: 0.532
Epoch 1 Batch 535/538 - Train Accuracy: 0.687, Validation Accuracy: 0.687, Loss: 0.535
Epoch 1 Batch 536/538 - Train Accuracy: 0.663, Validation Accuracy: 0.685, Loss: 0.576
Epoch 2 Batch 0/538 - Train Accuracy: 0.666, Validation Accuracy: 0.688, Loss: 0.563
Epoch 2 Batch 1/538 - Train Accuracy: 0.685, Validation Accuracy: 0.692, Loss: 0.566
Epoch 2 Batch 2/538 - Train Accuracy: 0.659, Validation Accuracy: 0.690, Loss: 0.588
Epoch 2 Batch 3/538 - Train Accuracy: 0.632, Validation Accuracy: 0.680, Loss: 0.569
Epoch 2 Batch 4/538 - Train Accuracy: 0.666, Validation Accuracy: 0.672, Loss: 0.562
Epoch 2 Batch 5/538 - Train Accuracy: 0.645, Validation Accuracy: 0.664, Loss: 0.566
Epoch 2 Batch 6/538 - Train Accuracy: 0.664, Validation Accuracy: 0.673, Loss: 0.537
Epoch 2 Batch 7/538 - Train Accuracy: 0.665, Validation Accuracy: 0.670, Loss: 0.560
Epoch 2 Batch 8/538 - Train Accuracy: 0.676, Validation Accuracy: 0.677, Loss: 0.571
Epoch 2 Batch 9/538 - Train Accuracy: 0.670, Validation Accuracy: 0.672, Loss: 0.558
Epoch 2 Batch 10/538 - Train Accuracy: 0.636, Validation Accuracy: 0.676, Loss: 0.589
Epoch 2 Batch 11/538 - Train Accuracy: 0.659, Validation Accuracy: 0.680, Loss: 0.555
Epoch 2 Batch 12/538 - Train Accuracy: 0.635, Validation Accuracy: 0.681, Loss: 0.565
Epoch 2 Batch 13/538 - Train Accuracy: 0.687, Validation Accuracy: 0.684, Loss: 0.521
Epoch 2 Batch 14/538 - Train Accuracy: 0.628, Validation Accuracy: 0.677, Loss: 0.552
Epoch 2 Batch 15/538 - Train Accuracy: 0.668, Validation Accuracy: 0.680, Loss: 0.530
Epoch 2 Batch 16/538 - Train Accuracy: 0.678, Validation Accuracy: 0.675, Loss: 0.539
Epoch 2 Batch 17/538 - Train Accuracy: 0.658, Validation Accuracy: 0.676, Loss: 0.562
Epoch 2 Batch 18/538 - Train Accuracy: 0.643, Validation Accuracy: 0.687, Loss: 0.584
Epoch 2 Batch 19/538 - Train Accuracy: 0.660, Validation Accuracy: 0.693, Loss: 0.576
Epoch 2 Batch 20/538 - Train Accuracy: 0.669, Validation Accuracy: 0.692, Loss: 0.557
Epoch 2 Batch 21/538 - Train Accuracy: 0.657, Validation Accuracy: 0.692, Loss: 0.577
Epoch 2 Batch 22/538 - Train Accuracy: 0.671, Validation Accuracy: 0.690, Loss: 0.568
Epoch 2 Batch 23/538 - Train Accuracy: 0.675, Validation Accuracy: 0.685, Loss: 0.576
Epoch 2 Batch 24/538 - Train Accuracy: 0.649, Validation Accuracy: 0.688, Loss: 0.563
Epoch 2 Batch 25/538 - Train Accuracy: 0.657, Validation Accuracy: 0.691, Loss: 0.557
Epoch 2 Batch 26/538 - Train Accuracy: 0.644, Validation Accuracy: 0.688, Loss: 0.584
Epoch 2 Batch 27/538 - Train Accuracy: 0.673, Validation Accuracy: 0.691, Loss: 0.544
Epoch 2 Batch 28/538 - Train Accuracy: 0.694, Validation Accuracy: 0.690, Loss: 0.505
Epoch 2 Batch 29/538 - Train Accuracy: 0.675, Validation Accuracy: 0.692, Loss: 0.532
Epoch 2 Batch 30/538 - Train Accuracy: 0.645, Validation Accuracy: 0.691, Loss: 0.570
Epoch 2 Batch 31/538 - Train Accuracy: 0.663, Validation Accuracy: 0.689, Loss: 0.529
Epoch 2 Batch 32/538 - Train Accuracy: 0.666, Validation Accuracy: 0.685, Loss: 0.526
Epoch 2 Batch 33/538 - Train Accuracy: 0.687, Validation Accuracy: 0.684, Loss: 0.544
Epoch 2 Batch 34/538 - Train Accuracy: 0.662, Validation Accuracy: 0.679, Loss: 0.567
Epoch 2 Batch 35/538 - Train Accuracy: 0.670, Validation Accuracy: 0.679, Loss: 0.548
Epoch 2 Batch 36/538 - Train Accuracy: 0.657, Validation Accuracy: 0.673, Loss: 0.526
Epoch 2 Batch 37/538 - Train Accuracy: 0.645, Validation Accuracy: 0.666, Loss: 0.547
Epoch 2 Batch 38/538 - Train Accuracy: 0.644, Validation Accuracy: 0.666, Loss: 0.554
Epoch 2 Batch 39/538 - Train Accuracy: 0.660, Validation Accuracy: 0.661, Loss: 0.556
Epoch 2 Batch 40/538 - Train Accuracy: 0.693, Validation Accuracy: 0.662, Loss: 0.491
Epoch 2 Batch 41/538 - Train Accuracy: 0.642, Validation Accuracy: 0.677, Loss: 0.559
Epoch 2 Batch 42/538 - Train Accuracy: 0.679, Validation Accuracy: 0.681, Loss: 0.549
Epoch 2 Batch 43/538 - Train Accuracy: 0.657, Validation Accuracy: 0.680, Loss: 0.582
Epoch 2 Batch 44/538 - Train Accuracy: 0.646, Validation Accuracy: 0.692, Loss: 0.582
Epoch 2 Batch 45/538 - Train Accuracy: 0.676, Validation Accuracy: 0.686, Loss: 0.528
Epoch 2 Batch 46/538 - Train Accuracy: 0.699, Validation Accuracy: 0.692, Loss: 0.545
Epoch 2 Batch 47/538 - Train Accuracy: 0.664, Validation Accuracy: 0.690, Loss: 0.544
Epoch 2 Batch 48/538 - Train Accuracy: 0.699, Validation Accuracy: 0.692, Loss: 0.513
Epoch 2 Batch 49/538 - Train Accuracy: 0.666, Validation Accuracy: 0.693, Loss: 0.589
Epoch 2 Batch 50/538 - Train Accuracy: 0.671, Validation Accuracy: 0.682, Loss: 0.549
Epoch 2 Batch 51/538 - Train Accuracy: 0.627, Validation Accuracy: 0.688, Loss: 0.608
Epoch 2 Batch 52/538 - Train Accuracy: 0.668, Validation Accuracy: 0.688, Loss: 0.561
Epoch 2 Batch 53/538 - Train Accuracy: 0.663, Validation Accuracy: 0.692, Loss: 0.517
Epoch 2 Batch 54/538 - Train Accuracy: 0.688, Validation Accuracy: 0.696, Loss: 0.542
Epoch 2 Batch 55/538 - Train Accuracy: 0.666, Validation Accuracy: 0.698, Loss: 0.555
Epoch 2 Batch 56/538 - Train Accuracy: 0.643, Validation Accuracy: 0.683, Loss: 0.524
Epoch 2 Batch 57/538 - Train Accuracy: 0.621, Validation Accuracy: 0.676, Loss: 0.579
Epoch 2 Batch 58/538 - Train Accuracy: 0.624, Validation Accuracy: 0.671, Loss: 0.580
Epoch 2 Batch 59/538 - Train Accuracy: 0.660, Validation Accuracy: 0.673, Loss: 0.561
Epoch 2 Batch 60/538 - Train Accuracy: 0.666, Validation Accuracy: 0.674, Loss: 0.549
Epoch 2 Batch 61/538 - Train Accuracy: 0.654, Validation Accuracy: 0.676, Loss: 0.546
Epoch 2 Batch 62/538 - Train Accuracy: 0.686, Validation Accuracy: 0.685, Loss: 0.534
Epoch 2 Batch 63/538 - Train Accuracy: 0.685, Validation Accuracy: 0.685, Loss: 0.529
Epoch 2 Batch 64/538 - Train Accuracy: 0.672, Validation Accuracy: 0.691, Loss: 0.511
Epoch 2 Batch 65/538 - Train Accuracy: 0.654, Validation Accuracy: 0.690, Loss: 0.566
Epoch 2 Batch 66/538 - Train Accuracy: 0.669, Validation Accuracy: 0.687, Loss: 0.514
Epoch 2 Batch 67/538 - Train Accuracy: 0.695, Validation Accuracy: 0.693, Loss: 0.533
Epoch 2 Batch 68/538 - Train Accuracy: 0.693, Validation Accuracy: 0.697, Loss: 0.510
Epoch 2 Batch 69/538 - Train Accuracy: 0.660, Validation Accuracy: 0.698, Loss: 0.554
Epoch 2 Batch 70/538 - Train Accuracy: 0.682, Validation Accuracy: 0.693, Loss: 0.513
Epoch 2 Batch 71/538 - Train Accuracy: 0.651, Validation Accuracy: 0.695, Loss: 0.562
Epoch 2 Batch 72/538 - Train Accuracy: 0.698, Validation Accuracy: 0.693, Loss: 0.554
Epoch 2 Batch 73/538 - Train Accuracy: 0.664, Validation Accuracy: 0.692, Loss: 0.559
Epoch 2 Batch 74/538 - Train Accuracy: 0.678, Validation Accuracy: 0.691, Loss: 0.526
Epoch 2 Batch 75/538 - Train Accuracy: 0.682, Validation Accuracy: 0.695, Loss: 0.516
Epoch 2 Batch 76/538 - Train Accuracy: 0.662, Validation Accuracy: 0.696, Loss: 0.557
Epoch 2 Batch 77/538 - Train Accuracy: 0.665, Validation Accuracy: 0.698, Loss: 0.553
Epoch 2 Batch 78/538 - Train Accuracy: 0.690, Validation Accuracy: 0.696, Loss: 0.534
Epoch 2 Batch 79/538 - Train Accuracy: 0.679, Validation Accuracy: 0.698, Loss: 0.507
Epoch 2 Batch 80/538 - Train Accuracy: 0.659, Validation Accuracy: 0.700, Loss: 0.566
Epoch 2 Batch 81/538 - Train Accuracy: 0.682, Validation Accuracy: 0.696, Loss: 0.549
Epoch 2 Batch 82/538 - Train Accuracy: 0.666, Validation Accuracy: 0.693, Loss: 0.551
Epoch 2 Batch 83/538 - Train Accuracy: 0.676, Validation Accuracy: 0.695, Loss: 0.554
Epoch 2 Batch 84/538 - Train Accuracy: 0.664, Validation Accuracy: 0.688, Loss: 0.541
Epoch 2 Batch 85/538 - Train Accuracy: 0.682, Validation Accuracy: 0.688, Loss: 0.500
Epoch 2 Batch 86/538 - Train Accuracy: 0.678, Validation Accuracy: 0.691, Loss: 0.557
Epoch 2 Batch 87/538 - Train Accuracy: 0.671, Validation Accuracy: 0.692, Loss: 0.544
Epoch 2 Batch 88/538 - Train Accuracy: 0.680, Validation Accuracy: 0.691, Loss: 0.547
Epoch 2 Batch 89/538 - Train Accuracy: 0.678, Validation Accuracy: 0.690, Loss: 0.549
Epoch 2 Batch 90/538 - Train Accuracy: 0.657, Validation Accuracy: 0.690, Loss: 0.546
Epoch 2 Batch 91/538 - Train Accuracy: 0.678, Validation Accuracy: 0.688, Loss: 0.541
Epoch 2 Batch 92/538 - Train Accuracy: 0.656, Validation Accuracy: 0.689, Loss: 0.554
Epoch 2 Batch 93/538 - Train Accuracy: 0.685, Validation Accuracy: 0.691, Loss: 0.548
Epoch 2 Batch 94/538 - Train Accuracy: 0.677, Validation Accuracy: 0.694, Loss: 0.531
Epoch 2 Batch 95/538 - Train Accuracy: 0.704, Validation Accuracy: 0.693, Loss: 0.493
Epoch 2 Batch 96/538 - Train Accuracy: 0.683, Validation Accuracy: 0.695, Loss: 0.498
Epoch 2 Batch 97/538 - Train Accuracy: 0.668, Validation Accuracy: 0.695, Loss: 0.528
Epoch 2 Batch 98/538 - Train Accuracy: 0.687, Validation Accuracy: 0.698, Loss: 0.507
Epoch 2 Batch 99/538 - Train Accuracy: 0.675, Validation Accuracy: 0.698, Loss: 0.536
Epoch 2 Batch 100/538 - Train Accuracy: 0.667, Validation Accuracy: 0.698, Loss: 0.526
Epoch 2 Batch 101/538 - Train Accuracy: 0.661, Validation Accuracy: 0.696, Loss: 0.547
Epoch 2 Batch 102/538 - Train Accuracy: 0.688, Validation Accuracy: 0.690, Loss: 0.542
Epoch 2 Batch 103/538 - Train Accuracy: 0.652, Validation Accuracy: 0.691, Loss: 0.527
Epoch 2 Batch 104/538 - Train Accuracy: 0.682, Validation Accuracy: 0.691, Loss: 0.503
Epoch 2 Batch 105/538 - Train Accuracy: 0.666, Validation Accuracy: 0.685, Loss: 0.507
Epoch 2 Batch 106/538 - Train Accuracy: 0.677, Validation Accuracy: 0.683, Loss: 0.516
Epoch 2 Batch 107/538 - Train Accuracy: 0.659, Validation Accuracy: 0.685, Loss: 0.549
Epoch 2 Batch 108/538 - Train Accuracy: 0.677, Validation Accuracy: 0.690, Loss: 0.539
Epoch 2 Batch 109/538 - Train Accuracy: 0.706, Validation Accuracy: 0.692, Loss: 0.529
Epoch 2 Batch 110/538 - Train Accuracy: 0.674, Validation Accuracy: 0.692, Loss: 0.544
Epoch 2 Batch 111/538 - Train Accuracy: 0.704, Validation Accuracy: 0.697, Loss: 0.505
Epoch 2 Batch 112/538 - Train Accuracy: 0.691, Validation Accuracy: 0.699, Loss: 0.536
Epoch 2 Batch 113/538 - Train Accuracy: 0.660, Validation Accuracy: 0.697, Loss: 0.548
Epoch 2 Batch 114/538 - Train Accuracy: 0.703, Validation Accuracy: 0.695, Loss: 0.514
Epoch 2 Batch 115/538 - Train Accuracy: 0.670, Validation Accuracy: 0.694, Loss: 0.551
Epoch 2 Batch 116/538 - Train Accuracy: 0.676, Validation Accuracy: 0.699, Loss: 0.541
Epoch 2 Batch 117/538 - Train Accuracy: 0.682, Validation Accuracy: 0.698, Loss: 0.515
Epoch 2 Batch 118/538 - Train Accuracy: 0.691, Validation Accuracy: 0.702, Loss: 0.512
Epoch 2 Batch 119/538 - Train Accuracy: 0.697, Validation Accuracy: 0.701, Loss: 0.494
Epoch 2 Batch 120/538 - Train Accuracy: 0.683, Validation Accuracy: 0.700, Loss: 0.519
Epoch 2 Batch 121/538 - Train Accuracy: 0.668, Validation Accuracy: 0.699, Loss: 0.503
Epoch 2 Batch 122/538 - Train Accuracy: 0.682, Validation Accuracy: 0.698, Loss: 0.503
Epoch 2 Batch 123/538 - Train Accuracy: 0.715, Validation Accuracy: 0.699, Loss: 0.493
Epoch 2 Batch 124/538 - Train Accuracy: 0.676, Validation Accuracy: 0.694, Loss: 0.501
Epoch 2 Batch 125/538 - Train Accuracy: 0.669, Validation Accuracy: 0.684, Loss: 0.525
Epoch 2 Batch 126/538 - Train Accuracy: 0.691, Validation Accuracy: 0.681, Loss: 0.498
Epoch 2 Batch 127/538 - Train Accuracy: 0.666, Validation Accuracy: 0.682, Loss: 0.549
Epoch 2 Batch 128/538 - Train Accuracy: 0.682, Validation Accuracy: 0.682, Loss: 0.516
Epoch 2 Batch 129/538 - Train Accuracy: 0.661, Validation Accuracy: 0.686, Loss: 0.504
Epoch 2 Batch 130/538 - Train Accuracy: 0.683, Validation Accuracy: 0.686, Loss: 0.514
Epoch 2 Batch 131/538 - Train Accuracy: 0.670, Validation Accuracy: 0.687, Loss: 0.530
Epoch 2 Batch 132/538 - Train Accuracy: 0.684, Validation Accuracy: 0.690, Loss: 0.511
Epoch 2 Batch 133/538 - Train Accuracy: 0.676, Validation Accuracy: 0.689, Loss: 0.483
Epoch 2 Batch 134/538 - Train Accuracy: 0.644, Validation Accuracy: 0.690, Loss: 0.542
Epoch 2 Batch 135/538 - Train Accuracy: 0.694, Validation Accuracy: 0.688, Loss: 0.535
Epoch 2 Batch 136/538 - Train Accuracy: 0.666, Validation Accuracy: 0.687, Loss: 0.519
Epoch 2 Batch 137/538 - Train Accuracy: 0.656, Validation Accuracy: 0.686, Loss: 0.519
Epoch 2 Batch 138/538 - Train Accuracy: 0.674, Validation Accuracy: 0.684, Loss: 0.519
Epoch 2 Batch 139/538 - Train Accuracy: 0.670, Validation Accuracy: 0.691, Loss: 0.564
Epoch 2 Batch 140/538 - Train Accuracy: 0.632, Validation Accuracy: 0.693, Loss: 0.558
Epoch 2 Batch 141/538 - Train Accuracy: 0.689, Validation Accuracy: 0.689, Loss: 0.549
Epoch 2 Batch 142/538 - Train Accuracy: 0.700, Validation Accuracy: 0.695, Loss: 0.508
Epoch 2 Batch 143/538 - Train Accuracy: 0.676, Validation Accuracy: 0.699, Loss: 0.538
Epoch 2 Batch 144/538 - Train Accuracy: 0.683, Validation Accuracy: 0.699, Loss: 0.535
Epoch 2 Batch 145/538 - Train Accuracy: 0.676, Validation Accuracy: 0.698, Loss: 0.524
Epoch 2 Batch 146/538 - Train Accuracy: 0.672, Validation Accuracy: 0.704, Loss: 0.508
Epoch 2 Batch 147/538 - Train Accuracy: 0.689, Validation Accuracy: 0.705, Loss: 0.514
Epoch 2 Batch 148/538 - Train Accuracy: 0.667, Validation Accuracy: 0.700, Loss: 0.557
Epoch 2 Batch 149/538 - Train Accuracy: 0.689, Validation Accuracy: 0.697, Loss: 0.527
Epoch 2 Batch 150/538 - Train Accuracy: 0.693, Validation Accuracy: 0.697, Loss: 0.528
Epoch 2 Batch 151/538 - Train Accuracy: 0.662, Validation Accuracy: 0.696, Loss: 0.510
Epoch 2 Batch 152/538 - Train Accuracy: 0.693, Validation Accuracy: 0.694, Loss: 0.507
Epoch 2 Batch 153/538 - Train Accuracy: 0.668, Validation Accuracy: 0.696, Loss: 0.537
Epoch 2 Batch 154/538 - Train Accuracy: 0.687, Validation Accuracy: 0.695, Loss: 0.512
Epoch 2 Batch 155/538 - Train Accuracy: 0.692, Validation Accuracy: 0.696, Loss: 0.524
Epoch 2 Batch 156/538 - Train Accuracy: 0.675, Validation Accuracy: 0.694, Loss: 0.523
Epoch 2 Batch 157/538 - Train Accuracy: 0.677, Validation Accuracy: 0.694, Loss: 0.493
Epoch 2 Batch 158/538 - Train Accuracy: 0.682, Validation Accuracy: 0.695, Loss: 0.545
Epoch 2 Batch 159/538 - Train Accuracy: 0.685, Validation Accuracy: 0.698, Loss: 0.529
Epoch 2 Batch 160/538 - Train Accuracy: 0.678, Validation Accuracy: 0.695, Loss: 0.502
Epoch 2 Batch 161/538 - Train Accuracy: 0.688, Validation Accuracy: 0.696, Loss: 0.517
Epoch 2 Batch 162/538 - Train Accuracy: 0.691, Validation Accuracy: 0.696, Loss: 0.510
Epoch 2 Batch 163/538 - Train Accuracy: 0.682, Validation Accuracy: 0.698, Loss: 0.530
Epoch 2 Batch 164/538 - Train Accuracy: 0.669, Validation Accuracy: 0.699, Loss: 0.544
Epoch 2 Batch 165/538 - Train Accuracy: 0.692, Validation Accuracy: 0.702, Loss: 0.486
Epoch 2 Batch 166/538 - Train Accuracy: 0.697, Validation Accuracy: 0.696, Loss: 0.513
Epoch 2 Batch 167/538 - Train Accuracy: 0.691, Validation Accuracy: 0.695, Loss: 0.504
Epoch 2 Batch 168/538 - Train Accuracy: 0.684, Validation Accuracy: 0.696, Loss: 0.557
Epoch 2 Batch 169/538 - Train Accuracy: 0.682, Validation Accuracy: 0.695, Loss: 0.503
Epoch 2 Batch 170/538 - Train Accuracy: 0.695, Validation Accuracy: 0.698, Loss: 0.523
Epoch 2 Batch 171/538 - Train Accuracy: 0.670, Validation Accuracy: 0.693, Loss: 0.529
Epoch 2 Batch 172/538 - Train Accuracy: 0.681, Validation Accuracy: 0.695, Loss: 0.507
Epoch 2 Batch 173/538 - Train Accuracy: 0.671, Validation Accuracy: 0.696, Loss: 0.499
Epoch 2 Batch 174/538 - Train Accuracy: 0.651, Validation Accuracy: 0.696, Loss: 0.541
Epoch 2 Batch 175/538 - Train Accuracy: 0.676, Validation Accuracy: 0.701, Loss: 0.527
Epoch 2 Batch 176/538 - Train Accuracy: 0.677, Validation Accuracy: 0.700, Loss: 0.550
Epoch 2 Batch 177/538 - Train Accuracy: 0.670, Validation Accuracy: 0.695, Loss: 0.513
Epoch 2 Batch 178/538 - Train Accuracy: 0.688, Validation Accuracy: 0.692, Loss: 0.503
Epoch 2 Batch 179/538 - Train Accuracy: 0.687, Validation Accuracy: 0.692, Loss: 0.532
Epoch 2 Batch 180/538 - Train Accuracy: 0.699, Validation Accuracy: 0.693, Loss: 0.507
Epoch 2 Batch 181/538 - Train Accuracy: 0.670, Validation Accuracy: 0.695, Loss: 0.537
Epoch 2 Batch 182/538 - Train Accuracy: 0.653, Validation Accuracy: 0.700, Loss: 0.533
Epoch 2 Batch 183/538 - Train Accuracy: 0.715, Validation Accuracy: 0.697, Loss: 0.483
Epoch 2 Batch 184/538 - Train Accuracy: 0.680, Validation Accuracy: 0.697, Loss: 0.498
Epoch 2 Batch 185/538 - Train Accuracy: 0.699, Validation Accuracy: 0.702, Loss: 0.503
Epoch 2 Batch 186/538 - Train Accuracy: 0.675, Validation Accuracy: 0.705, Loss: 0.508
Epoch 2 Batch 187/538 - Train Accuracy: 0.709, Validation Accuracy: 0.704, Loss: 0.491
Epoch 2 Batch 188/538 - Train Accuracy: 0.674, Validation Accuracy: 0.698, Loss: 0.511
Epoch 2 Batch 189/538 - Train Accuracy: 0.684, Validation Accuracy: 0.699, Loss: 0.514
Epoch 2 Batch 190/538 - Train Accuracy: 0.684, Validation Accuracy: 0.700, Loss: 0.521
Epoch 2 Batch 191/538 - Train Accuracy: 0.716, Validation Accuracy: 0.699, Loss: 0.499
Epoch 2 Batch 192/538 - Train Accuracy: 0.673, Validation Accuracy: 0.699, Loss: 0.499
Epoch 2 Batch 193/538 - Train Accuracy: 0.695, Validation Accuracy: 0.696, Loss: 0.493
Epoch 2 Batch 194/538 - Train Accuracy: 0.683, Validation Accuracy: 0.693, Loss: 0.532
Epoch 2 Batch 195/538 - Train Accuracy: 0.698, Validation Accuracy: 0.694, Loss: 0.494
Epoch 2 Batch 196/538 - Train Accuracy: 0.676, Validation Accuracy: 0.697, Loss: 0.504
Epoch 2 Batch 197/538 - Train Accuracy: 0.689, Validation Accuracy: 0.703, Loss: 0.503
Epoch 2 Batch 198/538 - Train Accuracy: 0.711, Validation Accuracy: 0.703, Loss: 0.490
Epoch 2 Batch 199/538 - Train Accuracy: 0.679, Validation Accuracy: 0.702, Loss: 0.532
Epoch 2 Batch 200/538 - Train Accuracy: 0.695, Validation Accuracy: 0.704, Loss: 0.502
Epoch 2 Batch 201/538 - Train Accuracy: 0.701, Validation Accuracy: 0.704, Loss: 0.501
Epoch 2 Batch 202/538 - Train Accuracy: 0.728, Validation Accuracy: 0.701, Loss: 0.523
Epoch 2 Batch 203/538 - Train Accuracy: 0.674, Validation Accuracy: 0.705, Loss: 0.552
Epoch 2 Batch 204/538 - Train Accuracy: 0.671, Validation Accuracy: 0.698, Loss: 0.531
Epoch 2 Batch 205/538 - Train Accuracy: 0.726, Validation Accuracy: 0.698, Loss: 0.488
Epoch 2 Batch 206/538 - Train Accuracy: 0.664, Validation Accuracy: 0.706, Loss: 0.528
Epoch 2 Batch 207/538 - Train Accuracy: 0.709, Validation Accuracy: 0.706, Loss: 0.495
Epoch 2 Batch 208/538 - Train Accuracy: 0.668, Validation Accuracy: 0.711, Loss: 0.516
Epoch 2 Batch 209/538 - Train Accuracy: 0.692, Validation Accuracy: 0.714, Loss: 0.513
Epoch 2 Batch 210/538 - Train Accuracy: 0.680, Validation Accuracy: 0.703, Loss: 0.503
Epoch 2 Batch 211/538 - Train Accuracy: 0.653, Validation Accuracy: 0.702, Loss: 0.527
Epoch 2 Batch 212/538 - Train Accuracy: 0.676, Validation Accuracy: 0.696, Loss: 0.510
Epoch 2 Batch 213/538 - Train Accuracy: 0.685, Validation Accuracy: 0.697, Loss: 0.496
Epoch 2 Batch 214/538 - Train Accuracy: 0.684, Validation Accuracy: 0.700, Loss: 0.502
Epoch 2 Batch 215/538 - Train Accuracy: 0.672, Validation Accuracy: 0.696, Loss: 0.509
Epoch 2 Batch 216/538 - Train Accuracy: 0.656, Validation Accuracy: 0.692, Loss: 0.542
Epoch 2 Batch 217/538 - Train Accuracy: 0.703, Validation Accuracy: 0.688, Loss: 0.488
Epoch 2 Batch 218/538 - Train Accuracy: 0.645, Validation Accuracy: 0.689, Loss: 0.536
Epoch 2 Batch 219/538 - Train Accuracy: 0.667, Validation Accuracy: 0.696, Loss: 0.529
Epoch 2 Batch 220/538 - Train Accuracy: 0.668, Validation Accuracy: 0.700, Loss: 0.496
Epoch 2 Batch 221/538 - Train Accuracy: 0.698, Validation Accuracy: 0.699, Loss: 0.484
Epoch 2 Batch 222/538 - Train Accuracy: 0.682, Validation Accuracy: 0.701, Loss: 0.494
Epoch 2 Batch 223/538 - Train Accuracy: 0.674, Validation Accuracy: 0.700, Loss: 0.527
Epoch 2 Batch 224/538 - Train Accuracy: 0.660, Validation Accuracy: 0.700, Loss: 0.523
Epoch 2 Batch 225/538 - Train Accuracy: 0.689, Validation Accuracy: 0.700, Loss: 0.502
Epoch 2 Batch 226/538 - Train Accuracy: 0.690, Validation Accuracy: 0.703, Loss: 0.489
Epoch 2 Batch 227/538 - Train Accuracy: 0.713, Validation Accuracy: 0.701, Loss: 0.484
Epoch 2 Batch 228/538 - Train Accuracy: 0.678, Validation Accuracy: 0.706, Loss: 0.500
Epoch 2 Batch 229/538 - Train Accuracy: 0.696, Validation Accuracy: 0.704, Loss: 0.494
Epoch 2 Batch 230/538 - Train Accuracy: 0.688, Validation Accuracy: 0.700, Loss: 0.511
Epoch 2 Batch 231/538 - Train Accuracy: 0.670, Validation Accuracy: 0.704, Loss: 0.527
Epoch 2 Batch 232/538 - Train Accuracy: 0.685, Validation Accuracy: 0.705, Loss: 0.518
Epoch 2 Batch 233/538 - Train Accuracy: 0.731, Validation Accuracy: 0.705, Loss: 0.509
Epoch 2 Batch 234/538 - Train Accuracy: 0.671, Validation Accuracy: 0.705, Loss: 0.509
Epoch 2 Batch 235/538 - Train Accuracy: 0.697, Validation Accuracy: 0.703, Loss: 0.492
Epoch 2 Batch 236/538 - Train Accuracy: 0.673, Validation Accuracy: 0.703, Loss: 0.529
Epoch 2 Batch 237/538 - Train Accuracy: 0.706, Validation Accuracy: 0.704, Loss: 0.493
Epoch 2 Batch 238/538 - Train Accuracy: 0.739, Validation Accuracy: 0.705, Loss: 0.488
Epoch 2 Batch 239/538 - Train Accuracy: 0.712, Validation Accuracy: 0.713, Loss: 0.514
Epoch 2 Batch 240/538 - Train Accuracy: 0.691, Validation Accuracy: 0.708, Loss: 0.525
Epoch 2 Batch 241/538 - Train Accuracy: 0.678, Validation Accuracy: 0.706, Loss: 0.512
Epoch 2 Batch 242/538 - Train Accuracy: 0.705, Validation Accuracy: 0.708, Loss: 0.505
Epoch 2 Batch 243/538 - Train Accuracy: 0.668, Validation Accuracy: 0.702, Loss: 0.526
Epoch 2 Batch 244/538 - Train Accuracy: 0.692, Validation Accuracy: 0.698, Loss: 0.480
Epoch 2 Batch 245/538 - Train Accuracy: 0.674, Validation Accuracy: 0.701, Loss: 0.517
Epoch 2 Batch 246/538 - Train Accuracy: 0.720, Validation Accuracy: 0.704, Loss: 0.475
Epoch 2 Batch 247/538 - Train Accuracy: 0.666, Validation Accuracy: 0.706, Loss: 0.515
Epoch 2 Batch 248/538 - Train Accuracy: 0.684, Validation Accuracy: 0.708, Loss: 0.518
Epoch 2 Batch 249/538 - Train Accuracy: 0.686, Validation Accuracy: 0.710, Loss: 0.492
Epoch 2 Batch 250/538 - Train Accuracy: 0.679, Validation Accuracy: 0.709, Loss: 0.501
Epoch 2 Batch 251/538 - Train Accuracy: 0.671, Validation Accuracy: 0.709, Loss: 0.519
Epoch 2 Batch 252/538 - Train Accuracy: 0.703, Validation Accuracy: 0.705, Loss: 0.479
Epoch 2 Batch 253/538 - Train Accuracy: 0.682, Validation Accuracy: 0.709, Loss: 0.492
Epoch 2 Batch 254/538 - Train Accuracy: 0.683, Validation Accuracy: 0.710, Loss: 0.511
Epoch 2 Batch 255/538 - Train Accuracy: 0.697, Validation Accuracy: 0.704, Loss: 0.493
Epoch 2 Batch 256/538 - Train Accuracy: 0.676, Validation Accuracy: 0.708, Loss: 0.519
Epoch 2 Batch 257/538 - Train Accuracy: 0.698, Validation Accuracy: 0.708, Loss: 0.486
Epoch 2 Batch 258/538 - Train Accuracy: 0.719, Validation Accuracy: 0.704, Loss: 0.494
Epoch 2 Batch 259/538 - Train Accuracy: 0.706, Validation Accuracy: 0.702, Loss: 0.477
Epoch 2 Batch 260/538 - Train Accuracy: 0.683, Validation Accuracy: 0.703, Loss: 0.495
Epoch 2 Batch 261/538 - Train Accuracy: 0.672, Validation Accuracy: 0.702, Loss: 0.523
Epoch 2 Batch 262/538 - Train Accuracy: 0.709, Validation Accuracy: 0.702, Loss: 0.495
Epoch 2 Batch 263/538 - Train Accuracy: 0.687, Validation Accuracy: 0.699, Loss: 0.502
Epoch 2 Batch 264/538 - Train Accuracy: 0.672, Validation Accuracy: 0.700, Loss: 0.511
Epoch 2 Batch 265/538 - Train Accuracy: 0.650, Validation Accuracy: 0.703, Loss: 0.521
Epoch 2 Batch 266/538 - Train Accuracy: 0.689, Validation Accuracy: 0.708, Loss: 0.512
Epoch 2 Batch 267/538 - Train Accuracy: 0.685, Validation Accuracy: 0.714, Loss: 0.499
Epoch 2 Batch 268/538 - Train Accuracy: 0.719, Validation Accuracy: 0.713, Loss: 0.488
Epoch 2 Batch 269/538 - Train Accuracy: 0.702, Validation Accuracy: 0.712, Loss: 0.494
Epoch 2 Batch 270/538 - Train Accuracy: 0.682, Validation Accuracy: 0.715, Loss: 0.509
Epoch 2 Batch 271/538 - Train Accuracy: 0.696, Validation Accuracy: 0.710, Loss: 0.512
Epoch 2 Batch 272/538 - Train Accuracy: 0.673, Validation Accuracy: 0.707, Loss: 0.540
Epoch 2 Batch 273/538 - Train Accuracy: 0.682, Validation Accuracy: 0.703, Loss: 0.513
Epoch 2 Batch 274/538 - Train Accuracy: 0.655, Validation Accuracy: 0.703, Loss: 0.532
Epoch 2 Batch 275/538 - Train Accuracy: 0.674, Validation Accuracy: 0.706, Loss: 0.512
Epoch 2 Batch 276/538 - Train Accuracy: 0.706, Validation Accuracy: 0.708, Loss: 0.522
Epoch 2 Batch 277/538 - Train Accuracy: 0.698, Validation Accuracy: 0.707, Loss: 0.502
Epoch 2 Batch 278/538 - Train Accuracy: 0.706, Validation Accuracy: 0.707, Loss: 0.497
Epoch 2 Batch 279/538 - Train Accuracy: 0.692, Validation Accuracy: 0.709, Loss: 0.495
Epoch 2 Batch 280/538 - Train Accuracy: 0.747, Validation Accuracy: 0.714, Loss: 0.467
Epoch 2 Batch 281/538 - Train Accuracy: 0.696, Validation Accuracy: 0.717, Loss: 0.515
Epoch 2 Batch 282/538 - Train Accuracy: 0.692, Validation Accuracy: 0.717, Loss: 0.506
Epoch 2 Batch 283/538 - Train Accuracy: 0.687, Validation Accuracy: 0.714, Loss: 0.501
Epoch 2 Batch 284/538 - Train Accuracy: 0.706, Validation Accuracy: 0.713, Loss: 0.500
Epoch 2 Batch 285/538 - Train Accuracy: 0.707, Validation Accuracy: 0.712, Loss: 0.476
Epoch 2 Batch 286/538 - Train Accuracy: 0.696, Validation Accuracy: 0.714, Loss: 0.510
Epoch 2 Batch 287/538 - Train Accuracy: 0.711, Validation Accuracy: 0.713, Loss: 0.480
Epoch 2 Batch 288/538 - Train Accuracy: 0.693, Validation Accuracy: 0.710, Loss: 0.513
Epoch 2 Batch 289/538 - Train Accuracy: 0.718, Validation Accuracy: 0.714, Loss: 0.465
Epoch 2 Batch 290/538 - Train Accuracy: 0.667, Validation Accuracy: 0.712, Loss: 0.494
Epoch 2 Batch 291/538 - Train Accuracy: 0.703, Validation Accuracy: 0.706, Loss: 0.492
Epoch 2 Batch 292/538 - Train Accuracy: 0.717, Validation Accuracy: 0.703, Loss: 0.473
Epoch 2 Batch 293/538 - Train Accuracy: 0.712, Validation Accuracy: 0.711, Loss: 0.472
Epoch 2 Batch 294/538 - Train Accuracy: 0.665, Validation Accuracy: 0.712, Loss: 0.526
Epoch 2 Batch 295/538 - Train Accuracy: 0.729, Validation Accuracy: 0.715, Loss: 0.468
Epoch 2 Batch 296/538 - Train Accuracy: 0.690, Validation Accuracy: 0.715, Loss: 0.495
Epoch 2 Batch 297/538 - Train Accuracy: 0.686, Validation Accuracy: 0.706, Loss: 0.517
Epoch 2 Batch 298/538 - Train Accuracy: 0.698, Validation Accuracy: 0.707, Loss: 0.482
Epoch 2 Batch 299/538 - Train Accuracy: 0.682, Validation Accuracy: 0.708, Loss: 0.484
Epoch 2 Batch 300/538 - Train Accuracy: 0.713, Validation Accuracy: 0.709, Loss: 0.487
Epoch 2 Batch 301/538 - Train Accuracy: 0.699, Validation Accuracy: 0.714, Loss: 0.483
Epoch 2 Batch 302/538 - Train Accuracy: 0.720, Validation Accuracy: 0.717, Loss: 0.469
Epoch 2 Batch 303/538 - Train Accuracy: 0.738, Validation Accuracy: 0.718, Loss: 0.459
Epoch 2 Batch 304/538 - Train Accuracy: 0.704, Validation Accuracy: 0.721, Loss: 0.508
Epoch 2 Batch 305/538 - Train Accuracy: 0.700, Validation Accuracy: 0.721, Loss: 0.469
Epoch 2 Batch 306/538 - Train Accuracy: 0.711, Validation Accuracy: 0.717, Loss: 0.482
Epoch 2 Batch 307/538 - Train Accuracy: 0.703, Validation Accuracy: 0.716, Loss: 0.495
Epoch 2 Batch 308/538 - Train Accuracy: 0.696, Validation Accuracy: 0.716, Loss: 0.481
Epoch 2 Batch 309/538 - Train Accuracy: 0.686, Validation Accuracy: 0.713, Loss: 0.486
Epoch 2 Batch 310/538 - Train Accuracy: 0.700, Validation Accuracy: 0.713, Loss: 0.501
Epoch 2 Batch 311/538 - Train Accuracy: 0.718, Validation Accuracy: 0.713, Loss: 0.478
Epoch 2 Batch 312/538 - Train Accuracy: 0.728, Validation Accuracy: 0.714, Loss: 0.461
Epoch 2 Batch 313/538 - Train Accuracy: 0.688, Validation Accuracy: 0.717, Loss: 0.509
Epoch 2 Batch 314/538 - Train Accuracy: 0.715, Validation Accuracy: 0.716, Loss: 0.491
Epoch 2 Batch 315/538 - Train Accuracy: 0.709, Validation Accuracy: 0.715, Loss: 0.478
Epoch 2 Batch 316/538 - Train Accuracy: 0.708, Validation Accuracy: 0.713, Loss: 0.480
Epoch 2 Batch 317/538 - Train Accuracy: 0.705, Validation Accuracy: 0.717, Loss: 0.506
Epoch 2 Batch 318/538 - Train Accuracy: 0.688, Validation Accuracy: 0.717, Loss: 0.477
Epoch 2 Batch 319/538 - Train Accuracy: 0.700, Validation Accuracy: 0.721, Loss: 0.483
Epoch 2 Batch 320/538 - Train Accuracy: 0.701, Validation Accuracy: 0.719, Loss: 0.487
Epoch 2 Batch 321/538 - Train Accuracy: 0.710, Validation Accuracy: 0.722, Loss: 0.464
Epoch 2 Batch 322/538 - Train Accuracy: 0.727, Validation Accuracy: 0.722, Loss: 0.475
Epoch 2 Batch 323/538 - Train Accuracy: 0.716, Validation Accuracy: 0.722, Loss: 0.464
Epoch 2 Batch 324/538 - Train Accuracy: 0.686, Validation Accuracy: 0.716, Loss: 0.505
Epoch 2 Batch 325/538 - Train Accuracy: 0.705, Validation Accuracy: 0.720, Loss: 0.479
Epoch 2 Batch 326/538 - Train Accuracy: 0.692, Validation Accuracy: 0.717, Loss: 0.497
Epoch 2 Batch 327/538 - Train Accuracy: 0.705, Validation Accuracy: 0.717, Loss: 0.505
Epoch 2 Batch 328/538 - Train Accuracy: 0.717, Validation Accuracy: 0.714, Loss: 0.460
Epoch 2 Batch 329/538 - Train Accuracy: 0.707, Validation Accuracy: 0.714, Loss: 0.483
Epoch 2 Batch 330/538 - Train Accuracy: 0.704, Validation Accuracy: 0.710, Loss: 0.455
Epoch 2 Batch 331/538 - Train Accuracy: 0.685, Validation Accuracy: 0.709, Loss: 0.471
Epoch 2 Batch 332/538 - Train Accuracy: 0.690, Validation Accuracy: 0.710, Loss: 0.496
Epoch 2 Batch 333/538 - Train Accuracy: 0.706, Validation Accuracy: 0.713, Loss: 0.473
Epoch 2 Batch 334/538 - Train Accuracy: 0.729, Validation Accuracy: 0.709, Loss: 0.459
Epoch 2 Batch 335/538 - Train Accuracy: 0.716, Validation Accuracy: 0.707, Loss: 0.476
Epoch 2 Batch 336/538 - Train Accuracy: 0.695, Validation Accuracy: 0.711, Loss: 0.476
Epoch 2 Batch 337/538 - Train Accuracy: 0.711, Validation Accuracy: 0.718, Loss: 0.481
Epoch 2 Batch 338/538 - Train Accuracy: 0.681, Validation Accuracy: 0.722, Loss: 0.491
Epoch 2 Batch 339/538 - Train Accuracy: 0.709, Validation Accuracy: 0.721, Loss: 0.461
Epoch 2 Batch 340/538 - Train Accuracy: 0.677, Validation Accuracy: 0.718, Loss: 0.512
Epoch 2 Batch 341/538 - Train Accuracy: 0.703, Validation Accuracy: 0.712, Loss: 0.481
Epoch 2 Batch 342/538 - Train Accuracy: 0.706, Validation Accuracy: 0.713, Loss: 0.475
Epoch 2 Batch 343/538 - Train Accuracy: 0.716, Validation Accuracy: 0.714, Loss: 0.494
Epoch 2 Batch 344/538 - Train Accuracy: 0.697, Validation Accuracy: 0.717, Loss: 0.490
Epoch 2 Batch 345/538 - Train Accuracy: 0.707, Validation Accuracy: 0.718, Loss: 0.475
Epoch 2 Batch 346/538 - Train Accuracy: 0.692, Validation Accuracy: 0.713, Loss: 0.477
Epoch 2 Batch 347/538 - Train Accuracy: 0.701, Validation Accuracy: 0.711, Loss: 0.472
Epoch 2 Batch 348/538 - Train Accuracy: 0.712, Validation Accuracy: 0.712, Loss: 0.457
Epoch 2 Batch 349/538 - Train Accuracy: 0.671, Validation Accuracy: 0.716, Loss: 0.492
Epoch 2 Batch 350/538 - Train Accuracy: 0.705, Validation Accuracy: 0.715, Loss: 0.498
Epoch 2 Batch 351/538 - Train Accuracy: 0.709, Validation Accuracy: 0.708, Loss: 0.513
Epoch 2 Batch 352/538 - Train Accuracy: 0.701, Validation Accuracy: 0.706, Loss: 0.486
Epoch 2 Batch 353/538 - Train Accuracy: 0.694, Validation Accuracy: 0.706, Loss: 0.504
Epoch 2 Batch 354/538 - Train Accuracy: 0.688, Validation Accuracy: 0.714, Loss: 0.496
Epoch 2 Batch 355/538 - Train Accuracy: 0.698, Validation Accuracy: 0.719, Loss: 0.509
Epoch 2 Batch 356/538 - Train Accuracy: 0.716, Validation Accuracy: 0.717, Loss: 0.458
Epoch 2 Batch 357/538 - Train Accuracy: 0.704, Validation Accuracy: 0.716, Loss: 0.474
Epoch 2 Batch 358/538 - Train Accuracy: 0.700, Validation Accuracy: 0.716, Loss: 0.491
Epoch 2 Batch 359/538 - Train Accuracy: 0.702, Validation Accuracy: 0.726, Loss: 0.473
Epoch 2 Batch 360/538 - Train Accuracy: 0.697, Validation Accuracy: 0.719, Loss: 0.495
Epoch 2 Batch 361/538 - Train Accuracy: 0.714, Validation Accuracy: 0.720, Loss: 0.466
Epoch 2 Batch 362/538 - Train Accuracy: 0.718, Validation Accuracy: 0.715, Loss: 0.452
Epoch 2 Batch 363/538 - Train Accuracy: 0.695, Validation Accuracy: 0.709, Loss: 0.459
Epoch 2 Batch 364/538 - Train Accuracy: 0.665, Validation Accuracy: 0.713, Loss: 0.515
Epoch 2 Batch 365/538 - Train Accuracy: 0.707, Validation Accuracy: 0.715, Loss: 0.466
Epoch 2 Batch 366/538 - Train Accuracy: 0.717, Validation Accuracy: 0.713, Loss: 0.497
Epoch 2 Batch 367/538 - Train Accuracy: 0.714, Validation Accuracy: 0.717, Loss: 0.467
Epoch 2 Batch 368/538 - Train Accuracy: 0.744, Validation Accuracy: 0.718, Loss: 0.435
Epoch 2 Batch 369/538 - Train Accuracy: 0.708, Validation Accuracy: 0.719, Loss: 0.476
Epoch 2 Batch 370/538 - Train Accuracy: 0.696, Validation Accuracy: 0.720, Loss: 0.487
Epoch 2 Batch 371/538 - Train Accuracy: 0.699, Validation Accuracy: 0.716, Loss: 0.464
Epoch 2 Batch 372/538 - Train Accuracy: 0.704, Validation Accuracy: 0.718, Loss: 0.475
Epoch 2 Batch 373/538 - Train Accuracy: 0.684, Validation Accuracy: 0.716, Loss: 0.462
Epoch 2 Batch 374/538 - Train Accuracy: 0.698, Validation Accuracy: 0.718, Loss: 0.493
Epoch 2 Batch 375/538 - Train Accuracy: 0.716, Validation Accuracy: 0.714, Loss: 0.445
Epoch 2 Batch 376/538 - Train Accuracy: 0.695, Validation Accuracy: 0.713, Loss: 0.487
Epoch 2 Batch 377/538 - Train Accuracy: 0.714, Validation Accuracy: 0.716, Loss: 0.466
Epoch 2 Batch 378/538 - Train Accuracy: 0.724, Validation Accuracy: 0.719, Loss: 0.460
Epoch 2 Batch 379/538 - Train Accuracy: 0.729, Validation Accuracy: 0.718, Loss: 0.448
Epoch 2 Batch 380/538 - Train Accuracy: 0.672, Validation Accuracy: 0.713, Loss: 0.469
Epoch 2 Batch 381/538 - Train Accuracy: 0.715, Validation Accuracy: 0.716, Loss: 0.462
Epoch 2 Batch 382/538 - Train Accuracy: 0.696, Validation Accuracy: 0.717, Loss: 0.475
Epoch 2 Batch 383/538 - Train Accuracy: 0.712, Validation Accuracy: 0.718, Loss: 0.482
Epoch 2 Batch 384/538 - Train Accuracy: 0.721, Validation Accuracy: 0.708, Loss: 0.467
Epoch 2 Batch 385/538 - Train Accuracy: 0.724, Validation Accuracy: 0.709, Loss: 0.466
Epoch 2 Batch 386/538 - Train Accuracy: 0.699, Validation Accuracy: 0.711, Loss: 0.489
Epoch 2 Batch 387/538 - Train Accuracy: 0.711, Validation Accuracy: 0.704, Loss: 0.479
Epoch 2 Batch 388/538 - Train Accuracy: 0.707, Validation Accuracy: 0.706, Loss: 0.465
Epoch 2 Batch 389/538 - Train Accuracy: 0.699, Validation Accuracy: 0.715, Loss: 0.497
Epoch 2 Batch 390/538 - Train Accuracy: 0.731, Validation Accuracy: 0.718, Loss: 0.460
Epoch 2 Batch 391/538 - Train Accuracy: 0.712, Validation Accuracy: 0.721, Loss: 0.459
Epoch 2 Batch 392/538 - Train Accuracy: 0.704, Validation Accuracy: 0.719, Loss: 0.461
Epoch 2 Batch 393/538 - Train Accuracy: 0.727, Validation Accuracy: 0.719, Loss: 0.442
Epoch 2 Batch 394/538 - Train Accuracy: 0.654, Validation Accuracy: 0.719, Loss: 0.502
Epoch 2 Batch 395/538 - Train Accuracy: 0.693, Validation Accuracy: 0.722, Loss: 0.492
Epoch 2 Batch 396/538 - Train Accuracy: 0.689, Validation Accuracy: 0.720, Loss: 0.479
Epoch 2 Batch 397/538 - Train Accuracy: 0.703, Validation Accuracy: 0.719, Loss: 0.493
Epoch 2 Batch 398/538 - Train Accuracy: 0.686, Validation Accuracy: 0.722, Loss: 0.482
Epoch 2 Batch 399/538 - Train Accuracy: 0.679, Validation Accuracy: 0.717, Loss: 0.497
Epoch 2 Batch 400/538 - Train Accuracy: 0.701, Validation Accuracy: 0.716, Loss: 0.473
Epoch 2 Batch 401/538 - Train Accuracy: 0.709, Validation Accuracy: 0.717, Loss: 0.483
Epoch 2 Batch 402/538 - Train Accuracy: 0.712, Validation Accuracy: 0.715, Loss: 0.472
Epoch 2 Batch 403/538 - Train Accuracy: 0.706, Validation Accuracy: 0.717, Loss: 0.475
Epoch 2 Batch 404/538 - Train Accuracy: 0.703, Validation Accuracy: 0.720, Loss: 0.461
Epoch 2 Batch 405/538 - Train Accuracy: 0.700, Validation Accuracy: 0.717, Loss: 0.472
Epoch 2 Batch 406/538 - Train Accuracy: 0.709, Validation Accuracy: 0.719, Loss: 0.454
Epoch 2 Batch 407/538 - Train Accuracy: 0.721, Validation Accuracy: 0.718, Loss: 0.493
Epoch 2 Batch 408/538 - Train Accuracy: 0.689, Validation Accuracy: 0.721, Loss: 0.504
Epoch 2 Batch 409/538 - Train Accuracy: 0.696, Validation Accuracy: 0.720, Loss: 0.488
Epoch 2 Batch 410/538 - Train Accuracy: 0.698, Validation Accuracy: 0.722, Loss: 0.474
Epoch 2 Batch 411/538 - Train Accuracy: 0.695, Validation Accuracy: 0.722, Loss: 0.445
Epoch 2 Batch 412/538 - Train Accuracy: 0.703, Validation Accuracy: 0.721, Loss: 0.452
Epoch 2 Batch 413/538 - Train Accuracy: 0.701, Validation Accuracy: 0.718, Loss: 0.477
Epoch 2 Batch 414/538 - Train Accuracy: 0.703, Validation Accuracy: 0.719, Loss: 0.494
Epoch 2 Batch 415/538 - Train Accuracy: 0.693, Validation Accuracy: 0.721, Loss: 0.484
Epoch 2 Batch 416/538 - Train Accuracy: 0.730, Validation Accuracy: 0.714, Loss: 0.460
Epoch 2 Batch 417/538 - Train Accuracy: 0.689, Validation Accuracy: 0.720, Loss: 0.468
Epoch 2 Batch 418/538 - Train Accuracy: 0.726, Validation Accuracy: 0.720, Loss: 0.484
Epoch 2 Batch 419/538 - Train Accuracy: 0.710, Validation Accuracy: 0.715, Loss: 0.455
Epoch 2 Batch 420/538 - Train Accuracy: 0.709, Validation Accuracy: 0.714, Loss: 0.475
Epoch 2 Batch 421/538 - Train Accuracy: 0.715, Validation Accuracy: 0.715, Loss: 0.445
Epoch 2 Batch 422/538 - Train Accuracy: 0.711, Validation Accuracy: 0.720, Loss: 0.479
Epoch 2 Batch 423/538 - Train Accuracy: 0.709, Validation Accuracy: 0.715, Loss: 0.475
Epoch 2 Batch 424/538 - Train Accuracy: 0.700, Validation Accuracy: 0.715, Loss: 0.464
Epoch 2 Batch 425/538 - Train Accuracy: 0.711, Validation Accuracy: 0.718, Loss: 0.461
Epoch 2 Batch 426/538 - Train Accuracy: 0.737, Validation Accuracy: 0.722, Loss: 0.464
Epoch 2 Batch 427/538 - Train Accuracy: 0.691, Validation Accuracy: 0.719, Loss: 0.471
Epoch 2 Batch 428/538 - Train Accuracy: 0.721, Validation Accuracy: 0.715, Loss: 0.459
Epoch 2 Batch 429/538 - Train Accuracy: 0.725, Validation Accuracy: 0.716, Loss: 0.465
Epoch 2 Batch 430/538 - Train Accuracy: 0.724, Validation Accuracy: 0.714, Loss: 0.474
Epoch 2 Batch 431/538 - Train Accuracy: 0.715, Validation Accuracy: 0.709, Loss: 0.446
Epoch 2 Batch 432/538 - Train Accuracy: 0.731, Validation Accuracy: 0.708, Loss: 0.431
Epoch 2 Batch 433/538 - Train Accuracy: 0.691, Validation Accuracy: 0.718, Loss: 0.484
Epoch 2 Batch 434/538 - Train Accuracy: 0.681, Validation Accuracy: 0.720, Loss: 0.483
Epoch 2 Batch 435/538 - Train Accuracy: 0.710, Validation Accuracy: 0.721, Loss: 0.472
Epoch 2 Batch 436/538 - Train Accuracy: 0.685, Validation Accuracy: 0.718, Loss: 0.486
Epoch 2 Batch 437/538 - Train Accuracy: 0.689, Validation Accuracy: 0.714, Loss: 0.472
Epoch 2 Batch 438/538 - Train Accuracy: 0.718, Validation Accuracy: 0.718, Loss: 0.457
Epoch 2 Batch 439/538 - Train Accuracy: 0.744, Validation Accuracy: 0.720, Loss: 0.454
Epoch 2 Batch 440/538 - Train Accuracy: 0.697, Validation Accuracy: 0.717, Loss: 0.492
Epoch 2 Batch 441/538 - Train Accuracy: 0.675, Validation Accuracy: 0.719, Loss: 0.476
Epoch 2 Batch 442/538 - Train Accuracy: 0.714, Validation Accuracy: 0.721, Loss: 0.425
Epoch 2 Batch 443/538 - Train Accuracy: 0.723, Validation Accuracy: 0.724, Loss: 0.463
Epoch 2 Batch 444/538 - Train Accuracy: 0.766, Validation Accuracy: 0.727, Loss: 0.438
Epoch 2 Batch 445/538 - Train Accuracy: 0.732, Validation Accuracy: 0.724, Loss: 0.442
Epoch 2 Batch 446/538 - Train Accuracy: 0.729, Validation Accuracy: 0.721, Loss: 0.439
Epoch 2 Batch 447/538 - Train Accuracy: 0.686, Validation Accuracy: 0.721, Loss: 0.478
Epoch 2 Batch 448/538 - Train Accuracy: 0.725, Validation Accuracy: 0.719, Loss: 0.439
Epoch 2 Batch 449/538 - Train Accuracy: 0.698, Validation Accuracy: 0.716, Loss: 0.480
Epoch 2 Batch 450/538 - Train Accuracy: 0.713, Validation Accuracy: 0.718, Loss: 0.476
Epoch 2 Batch 451/538 - Train Accuracy: 0.703, Validation Accuracy: 0.716, Loss: 0.456
Epoch 2 Batch 452/538 - Train Accuracy: 0.726, Validation Accuracy: 0.712, Loss: 0.451
Epoch 2 Batch 453/538 - Train Accuracy: 0.702, Validation Accuracy: 0.710, Loss: 0.474
Epoch 2 Batch 454/538 - Train Accuracy: 0.712, Validation Accuracy: 0.718, Loss: 0.448
Epoch 2 Batch 455/538 - Train Accuracy: 0.727, Validation Accuracy: 0.716, Loss: 0.427
Epoch 2 Batch 456/538 - Train Accuracy: 0.777, Validation Accuracy: 0.716, Loss: 0.413
Epoch 2 Batch 457/538 - Train Accuracy: 0.682, Validation Accuracy: 0.717, Loss: 0.478
Epoch 2 Batch 458/538 - Train Accuracy: 0.707, Validation Accuracy: 0.716, Loss: 0.452
Epoch 2 Batch 459/538 - Train Accuracy: 0.727, Validation Accuracy: 0.717, Loss: 0.452
Epoch 2 Batch 460/538 - Train Accuracy: 0.677, Validation Accuracy: 0.720, Loss: 0.452
Epoch 2 Batch 461/538 - Train Accuracy: 0.688, Validation Accuracy: 0.713, Loss: 0.494
Epoch 2 Batch 462/538 - Train Accuracy: 0.708, Validation Accuracy: 0.725, Loss: 0.456
Epoch 2 Batch 463/538 - Train Accuracy: 0.703, Validation Accuracy: 0.730, Loss: 0.482
Epoch 2 Batch 464/538 - Train Accuracy: 0.692, Validation Accuracy: 0.729, Loss: 0.487
Epoch 2 Batch 465/538 - Train Accuracy: 0.694, Validation Accuracy: 0.732, Loss: 0.469
Epoch 2 Batch 466/538 - Train Accuracy: 0.717, Validation Accuracy: 0.729, Loss: 0.477
Epoch 2 Batch 467/538 - Train Accuracy: 0.714, Validation Accuracy: 0.731, Loss: 0.459
Epoch 2 Batch 468/538 - Train Accuracy: 0.739, Validation Accuracy: 0.730, Loss: 0.480
Epoch 2 Batch 469/538 - Train Accuracy: 0.703, Validation Accuracy: 0.727, Loss: 0.461
Epoch 2 Batch 470/538 - Train Accuracy: 0.731, Validation Accuracy: 0.723, Loss: 0.454
Epoch 2 Batch 471/538 - Train Accuracy: 0.705, Validation Accuracy: 0.720, Loss: 0.465
Epoch 2 Batch 472/538 - Train Accuracy: 0.726, Validation Accuracy: 0.720, Loss: 0.437
Epoch 2 Batch 473/538 - Train Accuracy: 0.696, Validation Accuracy: 0.722, Loss: 0.463
Epoch 2 Batch 474/538 - Train Accuracy: 0.727, Validation Accuracy: 0.721, Loss: 0.429
Epoch 2 Batch 475/538 - Train Accuracy: 0.708, Validation Accuracy: 0.722, Loss: 0.439
Epoch 2 Batch 476/538 - Train Accuracy: 0.680, Validation Accuracy: 0.723, Loss: 0.460
Epoch 2 Batch 477/538 - Train Accuracy: 0.710, Validation Accuracy: 0.721, Loss: 0.468
Epoch 2 Batch 478/538 - Train Accuracy: 0.735, Validation Accuracy: 0.723, Loss: 0.439
Epoch 2 Batch 479/538 - Train Accuracy: 0.723, Validation Accuracy: 0.721, Loss: 0.437
Epoch 2 Batch 480/538 - Train Accuracy: 0.720, Validation Accuracy: 0.721, Loss: 0.451
Epoch 2 Batch 481/538 - Train Accuracy: 0.730, Validation Accuracy: 0.722, Loss: 0.442
Epoch 2 Batch 482/538 - Train Accuracy: 0.713, Validation Accuracy: 0.721, Loss: 0.409
Epoch 2 Batch 483/538 - Train Accuracy: 0.700, Validation Accuracy: 0.717, Loss: 0.460
Epoch 2 Batch 484/538 - Train Accuracy: 0.711, Validation Accuracy: 0.708, Loss: 0.463
Epoch 2 Batch 485/538 - Train Accuracy: 0.700, Validation Accuracy: 0.706, Loss: 0.431
Epoch 2 Batch 486/538 - Train Accuracy: 0.709, Validation Accuracy: 0.699, Loss: 0.419
Epoch 2 Batch 487/538 - Train Accuracy: 0.711, Validation Accuracy: 0.703, Loss: 0.427
Epoch 2 Batch 488/538 - Train Accuracy: 0.749, Validation Accuracy: 0.719, Loss: 0.456
Epoch 2 Batch 489/538 - Train Accuracy: 0.709, Validation Accuracy: 0.724, Loss: 0.454
Epoch 2 Batch 490/538 - Train Accuracy: 0.714, Validation Accuracy: 0.725, Loss: 0.439
Epoch 2 Batch 491/538 - Train Accuracy: 0.692, Validation Accuracy: 0.731, Loss: 0.479
Epoch 2 Batch 492/538 - Train Accuracy: 0.720, Validation Accuracy: 0.736, Loss: 0.461
Epoch 2 Batch 493/538 - Train Accuracy: 0.686, Validation Accuracy: 0.736, Loss: 0.449
Epoch 2 Batch 494/538 - Train Accuracy: 0.706, Validation Accuracy: 0.728, Loss: 0.461
Epoch 2 Batch 495/538 - Train Accuracy: 0.701, Validation Accuracy: 0.723, Loss: 0.461
Epoch 2 Batch 496/538 - Train Accuracy: 0.707, Validation Accuracy: 0.720, Loss: 0.437
Epoch 2 Batch 497/538 - Train Accuracy: 0.732, Validation Accuracy: 0.726, Loss: 0.426
Epoch 2 Batch 498/538 - Train Accuracy: 0.711, Validation Accuracy: 0.727, Loss: 0.443
Epoch 2 Batch 499/538 - Train Accuracy: 0.734, Validation Accuracy: 0.726, Loss: 0.433
Epoch 2 Batch 500/538 - Train Accuracy: 0.734, Validation Accuracy: 0.732, Loss: 0.405
Epoch 2 Batch 501/538 - Train Accuracy: 0.750, Validation Accuracy: 0.732, Loss: 0.437
Epoch 2 Batch 502/538 - Train Accuracy: 0.694, Validation Accuracy: 0.733, Loss: 0.453
Epoch 2 Batch 503/538 - Train Accuracy: 0.758, Validation Accuracy: 0.729, Loss: 0.436
Epoch 2 Batch 504/538 - Train Accuracy: 0.721, Validation Accuracy: 0.724, Loss: 0.443
Epoch 2 Batch 505/538 - Train Accuracy: 0.711, Validation Accuracy: 0.724, Loss: 0.448
Epoch 2 Batch 506/538 - Train Accuracy: 0.723, Validation Accuracy: 0.732, Loss: 0.440
Epoch 2 Batch 507/538 - Train Accuracy: 0.702, Validation Accuracy: 0.732, Loss: 0.457
Epoch 2 Batch 508/538 - Train Accuracy: 0.714, Validation Accuracy: 0.730, Loss: 0.425
Epoch 2 Batch 509/538 - Train Accuracy: 0.703, Validation Accuracy: 0.729, Loss: 0.449
Epoch 2 Batch 510/538 - Train Accuracy: 0.706, Validation Accuracy: 0.730, Loss: 0.442
Epoch 2 Batch 511/538 - Train Accuracy: 0.732, Validation Accuracy: 0.725, Loss: 0.435
Epoch 2 Batch 512/538 - Train Accuracy: 0.734, Validation Accuracy: 0.729, Loss: 0.431
Epoch 2 Batch 513/538 - Train Accuracy: 0.688, Validation Accuracy: 0.733, Loss: 0.443
Epoch 2 Batch 514/538 - Train Accuracy: 0.706, Validation Accuracy: 0.735, Loss: 0.449
Epoch 2 Batch 515/538 - Train Accuracy: 0.708, Validation Accuracy: 0.733, Loss: 0.449
Epoch 2 Batch 516/538 - Train Accuracy: 0.697, Validation Accuracy: 0.740, Loss: 0.449
Epoch 2 Batch 517/538 - Train Accuracy: 0.717, Validation Accuracy: 0.733, Loss: 0.425
Epoch 2 Batch 518/538 - Train Accuracy: 0.700, Validation Accuracy: 0.724, Loss: 0.453
Epoch 2 Batch 519/538 - Train Accuracy: 0.738, Validation Accuracy: 0.720, Loss: 0.426
Epoch 2 Batch 520/538 - Train Accuracy: 0.702, Validation Accuracy: 0.721, Loss: 0.470
Epoch 2 Batch 521/538 - Train Accuracy: 0.719, Validation Accuracy: 0.722, Loss: 0.446
Epoch 2 Batch 522/538 - Train Accuracy: 0.683, Validation Accuracy: 0.720, Loss: 0.449
Epoch 2 Batch 523/538 - Train Accuracy: 0.722, Validation Accuracy: 0.724, Loss: 0.451
Epoch 2 Batch 524/538 - Train Accuracy: 0.690, Validation Accuracy: 0.730, Loss: 0.469
Epoch 2 Batch 525/538 - Train Accuracy: 0.730, Validation Accuracy: 0.734, Loss: 0.431
Epoch 2 Batch 526/538 - Train Accuracy: 0.714, Validation Accuracy: 0.731, Loss: 0.433
Epoch 2 Batch 527/538 - Train Accuracy: 0.740, Validation Accuracy: 0.729, Loss: 0.448
Epoch 2 Batch 528/538 - Train Accuracy: 0.694, Validation Accuracy: 0.725, Loss: 0.470
Epoch 2 Batch 529/538 - Train Accuracy: 0.702, Validation Accuracy: 0.726, Loss: 0.448
Epoch 2 Batch 530/538 - Train Accuracy: 0.713, Validation Accuracy: 0.720, Loss: 0.465
Epoch 2 Batch 531/538 - Train Accuracy: 0.732, Validation Accuracy: 0.727, Loss: 0.457
Epoch 2 Batch 532/538 - Train Accuracy: 0.696, Validation Accuracy: 0.724, Loss: 0.450
Epoch 2 Batch 533/538 - Train Accuracy: 0.724, Validation Accuracy: 0.727, Loss: 0.451
Epoch 2 Batch 534/538 - Train Accuracy: 0.714, Validation Accuracy: 0.731, Loss: 0.414
Epoch 2 Batch 535/538 - Train Accuracy: 0.737, Validation Accuracy: 0.732, Loss: 0.417
Epoch 2 Batch 536/538 - Train Accuracy: 0.730, Validation Accuracy: 0.736, Loss: 0.452
Epoch 3 Batch 0/538 - Train Accuracy: 0.712, Validation Accuracy: 0.733, Loss: 0.444
Epoch 3 Batch 1/538 - Train Accuracy: 0.730, Validation Accuracy: 0.740, Loss: 0.444
Epoch 3 Batch 2/538 - Train Accuracy: 0.709, Validation Accuracy: 0.737, Loss: 0.458
Epoch 3 Batch 3/538 - Train Accuracy: 0.683, Validation Accuracy: 0.731, Loss: 0.451
Epoch 3 Batch 4/538 - Train Accuracy: 0.724, Validation Accuracy: 0.726, Loss: 0.444
Epoch 3 Batch 5/538 - Train Accuracy: 0.691, Validation Accuracy: 0.720, Loss: 0.445
Epoch 3 Batch 6/538 - Train Accuracy: 0.716, Validation Accuracy: 0.718, Loss: 0.418
Epoch 3 Batch 7/538 - Train Accuracy: 0.712, Validation Accuracy: 0.718, Loss: 0.432
Epoch 3 Batch 8/538 - Train Accuracy: 0.721, Validation Accuracy: 0.728, Loss: 0.450
Epoch 3 Batch 9/538 - Train Accuracy: 0.722, Validation Accuracy: 0.730, Loss: 0.430
Epoch 3 Batch 10/538 - Train Accuracy: 0.685, Validation Accuracy: 0.731, Loss: 0.466
Epoch 3 Batch 11/538 - Train Accuracy: 0.721, Validation Accuracy: 0.732, Loss: 0.433
Epoch 3 Batch 12/538 - Train Accuracy: 0.674, Validation Accuracy: 0.726, Loss: 0.446
Epoch 3 Batch 13/538 - Train Accuracy: 0.739, Validation Accuracy: 0.730, Loss: 0.402
Epoch 3 Batch 14/538 - Train Accuracy: 0.680, Validation Accuracy: 0.719, Loss: 0.438
Epoch 3 Batch 15/538 - Train Accuracy: 0.731, Validation Accuracy: 0.718, Loss: 0.415
Epoch 3 Batch 16/538 - Train Accuracy: 0.704, Validation Accuracy: 0.725, Loss: 0.422
Epoch 3 Batch 17/538 - Train Accuracy: 0.725, Validation Accuracy: 0.723, Loss: 0.435
Epoch 3 Batch 18/538 - Train Accuracy: 0.689, Validation Accuracy: 0.722, Loss: 0.459
Epoch 3 Batch 19/538 - Train Accuracy: 0.706, Validation Accuracy: 0.723, Loss: 0.465
Epoch 3 Batch 20/538 - Train Accuracy: 0.719, Validation Accuracy: 0.728, Loss: 0.443
Epoch 3 Batch 21/538 - Train Accuracy: 0.715, Validation Accuracy: 0.728, Loss: 0.452
Epoch 3 Batch 22/538 - Train Accuracy: 0.725, Validation Accuracy: 0.727, Loss: 0.448
Epoch 3 Batch 23/538 - Train Accuracy: 0.728, Validation Accuracy: 0.731, Loss: 0.461
Epoch 3 Batch 24/538 - Train Accuracy: 0.705, Validation Accuracy: 0.731, Loss: 0.440
Epoch 3 Batch 25/538 - Train Accuracy: 0.691, Validation Accuracy: 0.735, Loss: 0.437
Epoch 3 Batch 26/538 - Train Accuracy: 0.693, Validation Accuracy: 0.733, Loss: 0.453
Epoch 3 Batch 27/538 - Train Accuracy: 0.720, Validation Accuracy: 0.737, Loss: 0.427
Epoch 3 Batch 28/538 - Train Accuracy: 0.736, Validation Accuracy: 0.727, Loss: 0.395
Epoch 3 Batch 29/538 - Train Accuracy: 0.715, Validation Accuracy: 0.730, Loss: 0.411
Epoch 3 Batch 30/538 - Train Accuracy: 0.687, Validation Accuracy: 0.727, Loss: 0.456
Epoch 3 Batch 31/538 - Train Accuracy: 0.704, Validation Accuracy: 0.735, Loss: 0.415
Epoch 3 Batch 32/538 - Train Accuracy: 0.712, Validation Accuracy: 0.735, Loss: 0.413
Epoch 3 Batch 33/538 - Train Accuracy: 0.732, Validation Accuracy: 0.735, Loss: 0.436
Epoch 3 Batch 34/538 - Train Accuracy: 0.729, Validation Accuracy: 0.737, Loss: 0.444
Epoch 3 Batch 35/538 - Train Accuracy: 0.724, Validation Accuracy: 0.731, Loss: 0.428
Epoch 3 Batch 36/538 - Train Accuracy: 0.710, Validation Accuracy: 0.727, Loss: 0.413
Epoch 3 Batch 37/538 - Train Accuracy: 0.726, Validation Accuracy: 0.727, Loss: 0.440
Epoch 3 Batch 38/538 - Train Accuracy: 0.698, Validation Accuracy: 0.731, Loss: 0.431
Epoch 3 Batch 39/538 - Train Accuracy: 0.718, Validation Accuracy: 0.730, Loss: 0.442
Epoch 3 Batch 40/538 - Train Accuracy: 0.756, Validation Accuracy: 0.730, Loss: 0.384
Epoch 3 Batch 41/538 - Train Accuracy: 0.722, Validation Accuracy: 0.726, Loss: 0.435
Epoch 3 Batch 42/538 - Train Accuracy: 0.725, Validation Accuracy: 0.729, Loss: 0.428
Epoch 3 Batch 43/538 - Train Accuracy: 0.724, Validation Accuracy: 0.735, Loss: 0.454
Epoch 3 Batch 44/538 - Train Accuracy: 0.702, Validation Accuracy: 0.731, Loss: 0.451
Epoch 3 Batch 45/538 - Train Accuracy: 0.713, Validation Accuracy: 0.729, Loss: 0.409
Epoch 3 Batch 46/538 - Train Accuracy: 0.739, Validation Accuracy: 0.731, Loss: 0.418
Epoch 3 Batch 47/538 - Train Accuracy: 0.709, Validation Accuracy: 0.737, Loss: 0.431
Epoch 3 Batch 48/538 - Train Accuracy: 0.741, Validation Accuracy: 0.735, Loss: 0.403
Epoch 3 Batch 49/538 - Train Accuracy: 0.710, Validation Accuracy: 0.733, Loss: 0.463
Epoch 3 Batch 50/538 - Train Accuracy: 0.714, Validation Accuracy: 0.729, Loss: 0.429
Epoch 3 Batch 51/538 - Train Accuracy: 0.671, Validation Accuracy: 0.733, Loss: 0.489
Epoch 3 Batch 52/538 - Train Accuracy: 0.725, Validation Accuracy: 0.726, Loss: 0.441
Epoch 3 Batch 53/538 - Train Accuracy: 0.717, Validation Accuracy: 0.731, Loss: 0.402
Epoch 3 Batch 54/538 - Train Accuracy: 0.734, Validation Accuracy: 0.729, Loss: 0.408
Epoch 3 Batch 55/538 - Train Accuracy: 0.703, Validation Accuracy: 0.729, Loss: 0.429
Epoch 3 Batch 56/538 - Train Accuracy: 0.707, Validation Accuracy: 0.728, Loss: 0.413
Epoch 3 Batch 57/538 - Train Accuracy: 0.683, Validation Accuracy: 0.733, Loss: 0.459
Epoch 3 Batch 58/538 - Train Accuracy: 0.676, Validation Accuracy: 0.721, Loss: 0.439
Epoch 3 Batch 59/538 - Train Accuracy: 0.715, Validation Accuracy: 0.715, Loss: 0.446
Epoch 3 Batch 60/538 - Train Accuracy: 0.711, Validation Accuracy: 0.725, Loss: 0.428
Epoch 3 Batch 61/538 - Train Accuracy: 0.697, Validation Accuracy: 0.729, Loss: 0.434
Epoch 3 Batch 62/538 - Train Accuracy: 0.721, Validation Accuracy: 0.729, Loss: 0.422
Epoch 3 Batch 63/538 - Train Accuracy: 0.753, Validation Accuracy: 0.729, Loss: 0.404
Epoch 3 Batch 64/538 - Train Accuracy: 0.732, Validation Accuracy: 0.731, Loss: 0.397
Epoch 3 Batch 65/538 - Train Accuracy: 0.711, Validation Accuracy: 0.736, Loss: 0.449
Epoch 3 Batch 66/538 - Train Accuracy: 0.722, Validation Accuracy: 0.737, Loss: 0.396
Epoch 3 Batch 67/538 - Train Accuracy: 0.749, Validation Accuracy: 0.736, Loss: 0.411
Epoch 3 Batch 68/538 - Train Accuracy: 0.743, Validation Accuracy: 0.737, Loss: 0.391
Epoch 3 Batch 69/538 - Train Accuracy: 0.722, Validation Accuracy: 0.738, Loss: 0.426
Epoch 3 Batch 70/538 - Train Accuracy: 0.748, Validation Accuracy: 0.737, Loss: 0.405
Epoch 3 Batch 71/538 - Train Accuracy: 0.692, Validation Accuracy: 0.735, Loss: 0.451
Epoch 3 Batch 72/538 - Train Accuracy: 0.755, Validation Accuracy: 0.733, Loss: 0.439
Epoch 3 Batch 73/538 - Train Accuracy: 0.717, Validation Accuracy: 0.734, Loss: 0.423
Epoch 3 Batch 74/538 - Train Accuracy: 0.745, Validation Accuracy: 0.736, Loss: 0.407
Epoch 3 Batch 75/538 - Train Accuracy: 0.729, Validation Accuracy: 0.741, Loss: 0.399
Epoch 3 Batch 76/538 - Train Accuracy: 0.717, Validation Accuracy: 0.741, Loss: 0.440
Epoch 3 Batch 77/538 - Train Accuracy: 0.705, Validation Accuracy: 0.740, Loss: 0.429
Epoch 3 Batch 78/538 - Train Accuracy: 0.752, Validation Accuracy: 0.740, Loss: 0.410
Epoch 3 Batch 79/538 - Train Accuracy: 0.744, Validation Accuracy: 0.741, Loss: 0.391
Epoch 3 Batch 80/538 - Train Accuracy: 0.714, Validation Accuracy: 0.743, Loss: 0.441
Epoch 3 Batch 81/538 - Train Accuracy: 0.722, Validation Accuracy: 0.734, Loss: 0.427
Epoch 3 Batch 82/538 - Train Accuracy: 0.727, Validation Accuracy: 0.734, Loss: 0.420
Epoch 3 Batch 83/538 - Train Accuracy: 0.724, Validation Accuracy: 0.734, Loss: 0.422
Epoch 3 Batch 84/538 - Train Accuracy: 0.722, Validation Accuracy: 0.730, Loss: 0.419
Epoch 3 Batch 85/538 - Train Accuracy: 0.732, Validation Accuracy: 0.731, Loss: 0.383
Epoch 3 Batch 86/538 - Train Accuracy: 0.728, Validation Accuracy: 0.738, Loss: 0.429
Epoch 3 Batch 87/538 - Train Accuracy: 0.722, Validation Accuracy: 0.739, Loss: 0.409
Epoch 3 Batch 88/538 - Train Accuracy: 0.735, Validation Accuracy: 0.740, Loss: 0.415
Epoch 3 Batch 89/538 - Train Accuracy: 0.738, Validation Accuracy: 0.741, Loss: 0.422
Epoch 3 Batch 90/538 - Train Accuracy: 0.721, Validation Accuracy: 0.737, Loss: 0.434
Epoch 3 Batch 91/538 - Train Accuracy: 0.730, Validation Accuracy: 0.734, Loss: 0.425
Epoch 3 Batch 92/538 - Train Accuracy: 0.703, Validation Accuracy: 0.734, Loss: 0.427
Epoch 3 Batch 93/538 - Train Accuracy: 0.729, Validation Accuracy: 0.733, Loss: 0.424
Epoch 3 Batch 94/538 - Train Accuracy: 0.738, Validation Accuracy: 0.728, Loss: 0.416
Epoch 3 Batch 95/538 - Train Accuracy: 0.752, Validation Accuracy: 0.730, Loss: 0.385
Epoch 3 Batch 96/538 - Train Accuracy: 0.736, Validation Accuracy: 0.731, Loss: 0.386
Epoch 3 Batch 97/538 - Train Accuracy: 0.719, Validation Accuracy: 0.735, Loss: 0.417
Epoch 3 Batch 98/538 - Train Accuracy: 0.743, Validation Accuracy: 0.740, Loss: 0.402
Epoch 3 Batch 99/538 - Train Accuracy: 0.723, Validation Accuracy: 0.738, Loss: 0.411
Epoch 3 Batch 100/538 - Train Accuracy: 0.713, Validation Accuracy: 0.738, Loss: 0.409
Epoch 3 Batch 101/538 - Train Accuracy: 0.710, Validation Accuracy: 0.741, Loss: 0.416
Epoch 3 Batch 102/538 - Train Accuracy: 0.734, Validation Accuracy: 0.741, Loss: 0.417
Epoch 3 Batch 103/538 - Train Accuracy: 0.733, Validation Accuracy: 0.744, Loss: 0.403
Epoch 3 Batch 104/538 - Train Accuracy: 0.732, Validation Accuracy: 0.740, Loss: 0.397
Epoch 3 Batch 105/538 - Train Accuracy: 0.723, Validation Accuracy: 0.740, Loss: 0.394
Epoch 3 Batch 106/538 - Train Accuracy: 0.737, Validation Accuracy: 0.740, Loss: 0.393
Epoch 3 Batch 107/538 - Train Accuracy: 0.718, Validation Accuracy: 0.742, Loss: 0.439
Epoch 3 Batch 108/538 - Train Accuracy: 0.746, Validation Accuracy: 0.747, Loss: 0.416
Epoch 3 Batch 109/538 - Train Accuracy: 0.768, Validation Accuracy: 0.748, Loss: 0.395
Epoch 3 Batch 110/538 - Train Accuracy: 0.762, Validation Accuracy: 0.742, Loss: 0.412
Epoch 3 Batch 111/538 - Train Accuracy: 0.751, Validation Accuracy: 0.749, Loss: 0.393
Epoch 3 Batch 112/538 - Train Accuracy: 0.744, Validation Accuracy: 0.750, Loss: 0.413
Epoch 3 Batch 113/538 - Train Accuracy: 0.721, Validation Accuracy: 0.742, Loss: 0.428
Epoch 3 Batch 114/538 - Train Accuracy: 0.755, Validation Accuracy: 0.746, Loss: 0.394
Epoch 3 Batch 115/538 - Train Accuracy: 0.711, Validation Accuracy: 0.738, Loss: 0.428
Epoch 3 Batch 116/538 - Train Accuracy: 0.723, Validation Accuracy: 0.739, Loss: 0.402
Epoch 3 Batch 117/538 - Train Accuracy: 0.731, Validation Accuracy: 0.735, Loss: 0.406
Epoch 3 Batch 118/538 - Train Accuracy: 0.737, Validation Accuracy: 0.736, Loss: 0.391
Epoch 3 Batch 119/538 - Train Accuracy: 0.762, Validation Accuracy: 0.740, Loss: 0.383
Epoch 3 Batch 120/538 - Train Accuracy: 0.746, Validation Accuracy: 0.742, Loss: 0.397
Epoch 3 Batch 121/538 - Train Accuracy: 0.732, Validation Accuracy: 0.739, Loss: 0.391
Epoch 3 Batch 122/538 - Train Accuracy: 0.739, Validation Accuracy: 0.743, Loss: 0.389
Epoch 3 Batch 123/538 - Train Accuracy: 0.762, Validation Accuracy: 0.738, Loss: 0.374
Epoch 3 Batch 124/538 - Train Accuracy: 0.745, Validation Accuracy: 0.733, Loss: 0.384
Epoch 3 Batch 125/538 - Train Accuracy: 0.736, Validation Accuracy: 0.738, Loss: 0.405
Epoch 3 Batch 126/538 - Train Accuracy: 0.750, Validation Accuracy: 0.744, Loss: 0.393
Epoch 3 Batch 127/538 - Train Accuracy: 0.722, Validation Accuracy: 0.743, Loss: 0.430
Epoch 3 Batch 128/538 - Train Accuracy: 0.777, Validation Accuracy: 0.743, Loss: 0.407
Epoch 3 Batch 129/538 - Train Accuracy: 0.741, Validation Accuracy: 0.736, Loss: 0.383
Epoch 3 Batch 130/538 - Train Accuracy: 0.745, Validation Accuracy: 0.734, Loss: 0.393
Epoch 3 Batch 131/538 - Train Accuracy: 0.745, Validation Accuracy: 0.736, Loss: 0.411
Epoch 3 Batch 132/538 - Train Accuracy: 0.734, Validation Accuracy: 0.744, Loss: 0.385
Epoch 3 Batch 133/538 - Train Accuracy: 0.744, Validation Accuracy: 0.750, Loss: 0.376
Epoch 3 Batch 134/538 - Train Accuracy: 0.718, Validation Accuracy: 0.749, Loss: 0.425
Epoch 3 Batch 135/538 - Train Accuracy: 0.738, Validation Accuracy: 0.745, Loss: 0.418
Epoch 3 Batch 136/538 - Train Accuracy: 0.731, Validation Accuracy: 0.741, Loss: 0.401
Epoch 3 Batch 137/538 - Train Accuracy: 0.719, Validation Accuracy: 0.745, Loss: 0.406
Epoch 3 Batch 138/538 - Train Accuracy: 0.729, Validation Accuracy: 0.744, Loss: 0.399
Epoch 3 Batch 139/538 - Train Accuracy: 0.756, Validation Accuracy: 0.750, Loss: 0.431
Epoch 3 Batch 140/538 - Train Accuracy: 0.727, Validation Accuracy: 0.744, Loss: 0.441
Epoch 3 Batch 141/538 - Train Accuracy: 0.762, Validation Accuracy: 0.739, Loss: 0.424
Epoch 3 Batch 142/538 - Train Accuracy: 0.777, Validation Accuracy: 0.744, Loss: 0.390
Epoch 3 Batch 143/538 - Train Accuracy: 0.756, Validation Accuracy: 0.740, Loss: 0.413
Epoch 3 Batch 144/538 - Train Accuracy: 0.730, Validation Accuracy: 0.739, Loss: 0.419
Epoch 3 Batch 145/538 - Train Accuracy: 0.730, Validation Accuracy: 0.737, Loss: 0.400
Epoch 3 Batch 146/538 - Train Accuracy: 0.736, Validation Accuracy: 0.732, Loss: 0.388
Epoch 3 Batch 147/538 - Train Accuracy: 0.765, Validation Accuracy: 0.739, Loss: 0.397
Epoch 3 Batch 148/538 - Train Accuracy: 0.725, Validation Accuracy: 0.738, Loss: 0.445
Epoch 3 Batch 149/538 - Train Accuracy: 0.741, Validation Accuracy: 0.744, Loss: 0.399
Epoch 3 Batch 150/538 - Train Accuracy: 0.748, Validation Accuracy: 0.747, Loss: 0.394
Epoch 3 Batch 151/538 - Train Accuracy: 0.730, Validation Accuracy: 0.752, Loss: 0.399
Epoch 3 Batch 152/538 - Train Accuracy: 0.767, Validation Accuracy: 0.746, Loss: 0.376
Epoch 3 Batch 153/538 - Train Accuracy: 0.716, Validation Accuracy: 0.742, Loss: 0.412
Epoch 3 Batch 154/538 - Train Accuracy: 0.736, Validation Accuracy: 0.746, Loss: 0.386
Epoch 3 Batch 155/538 - Train Accuracy: 0.763, Validation Accuracy: 0.746, Loss: 0.393
Epoch 3 Batch 156/538 - Train Accuracy: 0.738, Validation Accuracy: 0.749, Loss: 0.391
Epoch 3 Batch 157/538 - Train Accuracy: 0.754, Validation Accuracy: 0.754, Loss: 0.378
Epoch 3 Batch 158/538 - Train Accuracy: 0.755, Validation Accuracy: 0.754, Loss: 0.422
Epoch 3 Batch 159/538 - Train Accuracy: 0.764, Validation Accuracy: 0.758, Loss: 0.404
Epoch 3 Batch 160/538 - Train Accuracy: 0.742, Validation Accuracy: 0.751, Loss: 0.378
Epoch 3 Batch 161/538 - Train Accuracy: 0.736, Validation Accuracy: 0.754, Loss: 0.398
Epoch 3 Batch 162/538 - Train Accuracy: 0.767, Validation Accuracy: 0.755, Loss: 0.380
Epoch 3 Batch 163/538 - Train Accuracy: 0.755, Validation Accuracy: 0.752, Loss: 0.409
Epoch 3 Batch 164/538 - Train Accuracy: 0.750, Validation Accuracy: 0.753, Loss: 0.407
Epoch 3 Batch 165/538 - Train Accuracy: 0.751, Validation Accuracy: 0.750, Loss: 0.364
Epoch 3 Batch 166/538 - Train Accuracy: 0.750, Validation Accuracy: 0.751, Loss: 0.387
Epoch 3 Batch 167/538 - Train Accuracy: 0.758, Validation Accuracy: 0.748, Loss: 0.377
Epoch 3 Batch 168/538 - Train Accuracy: 0.746, Validation Accuracy: 0.750, Loss: 0.416
Epoch 3 Batch 169/538 - Train Accuracy: 0.771, Validation Accuracy: 0.744, Loss: 0.386
Epoch 3 Batch 170/538 - Train Accuracy: 0.751, Validation Accuracy: 0.741, Loss: 0.398
Epoch 3 Batch 171/538 - Train Accuracy: 0.762, Validation Accuracy: 0.746, Loss: 0.394
Epoch 3 Batch 172/538 - Train Accuracy: 0.772, Validation Accuracy: 0.748, Loss: 0.380
Epoch 3 Batch 173/538 - Train Accuracy: 0.724, Validation Accuracy: 0.748, Loss: 0.373
Epoch 3 Batch 174/538 - Train Accuracy: 0.710, Validation Accuracy: 0.750, Loss: 0.402
Epoch 3 Batch 175/538 - Train Accuracy: 0.731, Validation Accuracy: 0.749, Loss: 0.392
Epoch 3 Batch 176/538 - Train Accuracy: 0.751, Validation Accuracy: 0.758, Loss: 0.417
Epoch 3 Batch 177/538 - Train Accuracy: 0.744, Validation Accuracy: 0.756, Loss: 0.388
Epoch 3 Batch 178/538 - Train Accuracy: 0.749, Validation Accuracy: 0.755, Loss: 0.374
Epoch 3 Batch 179/538 - Train Accuracy: 0.764, Validation Accuracy: 0.751, Loss: 0.391
Epoch 3 Batch 180/538 - Train Accuracy: 0.780, Validation Accuracy: 0.740, Loss: 0.370
Epoch 3 Batch 181/538 - Train Accuracy: 0.732, Validation Accuracy: 0.740, Loss: 0.409
Epoch 3 Batch 182/538 - Train Accuracy: 0.720, Validation Accuracy: 0.743, Loss: 0.391
Epoch 3 Batch 183/538 - Train Accuracy: 0.795, Validation Accuracy: 0.740, Loss: 0.365
Epoch 3 Batch 184/538 - Train Accuracy: 0.745, Validation Accuracy: 0.748, Loss: 0.378
Epoch 3 Batch 185/538 - Train Accuracy: 0.761, Validation Accuracy: 0.747, Loss: 0.373
Epoch 3 Batch 186/538 - Train Accuracy: 0.742, Validation Accuracy: 0.745, Loss: 0.382
Epoch 3 Batch 187/538 - Train Accuracy: 0.776, Validation Accuracy: 0.743, Loss: 0.365
Epoch 3 Batch 188/538 - Train Accuracy: 0.744, Validation Accuracy: 0.745, Loss: 0.380
Epoch 3 Batch 189/538 - Train Accuracy: 0.752, Validation Accuracy: 0.745, Loss: 0.376
Epoch 3 Batch 190/538 - Train Accuracy: 0.753, Validation Accuracy: 0.751, Loss: 0.399
Epoch 3 Batch 191/538 - Train Accuracy: 0.772, Validation Accuracy: 0.749, Loss: 0.363
Epoch 3 Batch 192/538 - Train Accuracy: 0.746, Validation Accuracy: 0.751, Loss: 0.373
Epoch 3 Batch 193/538 - Train Accuracy: 0.755, Validation Accuracy: 0.747, Loss: 0.361
Epoch 3 Batch 194/538 - Train Accuracy: 0.744, Validation Accuracy: 0.745, Loss: 0.386
Epoch 3 Batch 195/538 - Train Accuracy: 0.764, Validation Accuracy: 0.748, Loss: 0.373
Epoch 3 Batch 196/538 - Train Accuracy: 0.754, Validation Accuracy: 0.747, Loss: 0.366
Epoch 3 Batch 197/538 - Train Accuracy: 0.737, Validation Accuracy: 0.742, Loss: 0.370
Epoch 3 Batch 198/538 - Train Accuracy: 0.782, Validation Accuracy: 0.745, Loss: 0.360
Epoch 3 Batch 199/538 - Train Accuracy: 0.760, Validation Accuracy: 0.748, Loss: 0.393
Epoch 3 Batch 200/538 - Train Accuracy: 0.748, Validation Accuracy: 0.740, Loss: 0.374
Epoch 3 Batch 201/538 - Train Accuracy: 0.759, Validation Accuracy: 0.742, Loss: 0.373
Epoch 3 Batch 202/538 - Train Accuracy: 0.782, Validation Accuracy: 0.741, Loss: 0.378
Epoch 3 Batch 203/538 - Train Accuracy: 0.742, Validation Accuracy: 0.743, Loss: 0.406
Epoch 3 Batch 204/538 - Train Accuracy: 0.748, Validation Accuracy: 0.750, Loss: 0.394
Epoch 3 Batch 205/538 - Train Accuracy: 0.781, Validation Accuracy: 0.750, Loss: 0.362
Epoch 3 Batch 206/538 - Train Accuracy: 0.717, Validation Accuracy: 0.743, Loss: 0.380
Epoch 3 Batch 207/538 - Train Accuracy: 0.765, Validation Accuracy: 0.746, Loss: 0.360
Epoch 3 Batch 208/538 - Train Accuracy: 0.748, Validation Accuracy: 0.754, Loss: 0.387
Epoch 3 Batch 209/538 - Train Accuracy: 0.777, Validation Accuracy: 0.759, Loss: 0.376
Epoch 3 Batch 210/538 - Train Accuracy: 0.742, Validation Accuracy: 0.750, Loss: 0.379
Epoch 3 Batch 211/538 - Train Accuracy: 0.753, Validation Accuracy: 0.748, Loss: 0.384
Epoch 3 Batch 212/538 - Train Accuracy: 0.753, Validation Accuracy: 0.749, Loss: 0.376
Epoch 3 Batch 213/538 - Train Accuracy: 0.735, Validation Accuracy: 0.746, Loss: 0.359
Epoch 3 Batch 214/538 - Train Accuracy: 0.755, Validation Accuracy: 0.739, Loss: 0.368
Epoch 3 Batch 215/538 - Train Accuracy: 0.768, Validation Accuracy: 0.743, Loss: 0.376
Epoch 3 Batch 216/538 - Train Accuracy: 0.759, Validation Accuracy: 0.742, Loss: 0.386
Epoch 3 Batch 217/538 - Train Accuracy: 0.773, Validation Accuracy: 0.744, Loss: 0.371
Epoch 3 Batch 218/538 - Train Accuracy: 0.733, Validation Accuracy: 0.738, Loss: 0.381
Epoch 3 Batch 219/538 - Train Accuracy: 0.750, Validation Accuracy: 0.740, Loss: 0.391
Epoch 3 Batch 220/538 - Train Accuracy: 0.737, Validation Accuracy: 0.743, Loss: 0.352
Epoch 3 Batch 221/538 - Train Accuracy: 0.755, Validation Accuracy: 0.748, Loss: 0.356
Epoch 3 Batch 222/538 - Train Accuracy: 0.746, Validation Accuracy: 0.749, Loss: 0.348
Epoch 3 Batch 223/538 - Train Accuracy: 0.758, Validation Accuracy: 0.751, Loss: 0.384
Epoch 3 Batch 224/538 - Train Accuracy: 0.730, Validation Accuracy: 0.754, Loss: 0.393
Epoch 3 Batch 225/538 - Train Accuracy: 0.761, Validation Accuracy: 0.752, Loss: 0.371
Epoch 3 Batch 226/538 - Train Accuracy: 0.773, Validation Accuracy: 0.753, Loss: 0.363
Epoch 3 Batch 227/538 - Train Accuracy: 0.755, Validation Accuracy: 0.751, Loss: 0.353
Epoch 3 Batch 228/538 - Train Accuracy: 0.755, Validation Accuracy: 0.761, Loss: 0.368
Epoch 3 Batch 229/538 - Train Accuracy: 0.751, Validation Accuracy: 0.759, Loss: 0.376
Epoch 3 Batch 230/538 - Train Accuracy: 0.744, Validation Accuracy: 0.762, Loss: 0.375
Epoch 3 Batch 231/538 - Train Accuracy: 0.749, Validation Accuracy: 0.763, Loss: 0.375
Epoch 3 Batch 232/538 - Train Accuracy: 0.744, Validation Accuracy: 0.756, Loss: 0.385
Epoch 3 Batch 233/538 - Train Accuracy: 0.788, Validation Accuracy: 0.753, Loss: 0.378
Epoch 3 Batch 234/538 - Train Accuracy: 0.750, Validation Accuracy: 0.752, Loss: 0.383
Epoch 3 Batch 235/538 - Train Accuracy: 0.757, Validation Accuracy: 0.750, Loss: 0.359
Epoch 3 Batch 236/538 - Train Accuracy: 0.760, Validation Accuracy: 0.755, Loss: 0.377
Epoch 3 Batch 237/538 - Train Accuracy: 0.774, Validation Accuracy: 0.757, Loss: 0.358
Epoch 3 Batch 238/538 - Train Accuracy: 0.788, Validation Accuracy: 0.761, Loss: 0.345
Epoch 3 Batch 239/538 - Train Accuracy: 0.778, Validation Accuracy: 0.762, Loss: 0.383
Epoch 3 Batch 240/538 - Train Accuracy: 0.737, Validation Accuracy: 0.762, Loss: 0.390
Epoch 3 Batch 241/538 - Train Accuracy: 0.736, Validation Accuracy: 0.756, Loss: 0.375
Epoch 3 Batch 242/538 - Train Accuracy: 0.774, Validation Accuracy: 0.746, Loss: 0.382
Epoch 3 Batch 243/538 - Train Accuracy: 0.731, Validation Accuracy: 0.745, Loss: 0.382
Epoch 3 Batch 244/538 - Train Accuracy: 0.761, Validation Accuracy: 0.746, Loss: 0.351
Epoch 3 Batch 245/538 - Train Accuracy: 0.738, Validation Accuracy: 0.749, Loss: 0.370
Epoch 3 Batch 246/538 - Train Accuracy: 0.772, Validation Accuracy: 0.753, Loss: 0.347
Epoch 3 Batch 247/538 - Train Accuracy: 0.738, Validation Accuracy: 0.748, Loss: 0.373
Epoch 3 Batch 248/538 - Train Accuracy: 0.755, Validation Accuracy: 0.741, Loss: 0.376
Epoch 3 Batch 249/538 - Train Accuracy: 0.750, Validation Accuracy: 0.738, Loss: 0.355
Epoch 3 Batch 250/538 - Train Accuracy: 0.774, Validation Accuracy: 0.740, Loss: 0.361
Epoch 3 Batch 251/538 - Train Accuracy: 0.748, Validation Accuracy: 0.742, Loss: 0.369
Epoch 3 Batch 252/538 - Train Accuracy: 0.765, Validation Accuracy: 0.743, Loss: 0.343
Epoch 3 Batch 253/538 - Train Accuracy: 0.734, Validation Accuracy: 0.743, Loss: 0.359
Epoch 3 Batch 254/538 - Train Accuracy: 0.737, Validation Accuracy: 0.743, Loss: 0.372
Epoch 3 Batch 255/538 - Train Accuracy: 0.757, Validation Accuracy: 0.744, Loss: 0.352
Epoch 3 Batch 256/538 - Train Accuracy: 0.742, Validation Accuracy: 0.748, Loss: 0.381
Epoch 3 Batch 257/538 - Train Accuracy: 0.775, Validation Accuracy: 0.748, Loss: 0.358
Epoch 3 Batch 258/538 - Train Accuracy: 0.777, Validation Accuracy: 0.739, Loss: 0.362
Epoch 3 Batch 259/538 - Train Accuracy: 0.784, Validation Accuracy: 0.739, Loss: 0.348
Epoch 3 Batch 260/538 - Train Accuracy: 0.743, Validation Accuracy: 0.737, Loss: 0.361
Epoch 3 Batch 261/538 - Train Accuracy: 0.758, Validation Accuracy: 0.732, Loss: 0.374
Epoch 3 Batch 262/538 - Train Accuracy: 0.786, Validation Accuracy: 0.733, Loss: 0.366
Epoch 3 Batch 263/538 - Train Accuracy: 0.762, Validation Accuracy: 0.744, Loss: 0.370
Epoch 3 Batch 264/538 - Train Accuracy: 0.739, Validation Accuracy: 0.742, Loss: 0.375
Epoch 3 Batch 265/538 - Train Accuracy: 0.721, Validation Accuracy: 0.745, Loss: 0.379
Epoch 3 Batch 266/538 - Train Accuracy: 0.758, Validation Accuracy: 0.739, Loss: 0.365
Epoch 3 Batch 267/538 - Train Accuracy: 0.784, Validation Accuracy: 0.751, Loss: 0.360
Epoch 3 Batch 268/538 - Train Accuracy: 0.781, Validation Accuracy: 0.752, Loss: 0.345
Epoch 3 Batch 269/538 - Train Accuracy: 0.760, Validation Accuracy: 0.751, Loss: 0.363
Epoch 3 Batch 270/538 - Train Accuracy: 0.745, Validation Accuracy: 0.746, Loss: 0.356
Epoch 3 Batch 271/538 - Train Accuracy: 0.757, Validation Accuracy: 0.749, Loss: 0.364
Epoch 3 Batch 272/538 - Train Accuracy: 0.737, Validation Accuracy: 0.748, Loss: 0.386
Epoch 3 Batch 273/538 - Train Accuracy: 0.746, Validation Accuracy: 0.750, Loss: 0.359
Epoch 3 Batch 274/538 - Train Accuracy: 0.713, Validation Accuracy: 0.751, Loss: 0.393
Epoch 3 Batch 275/538 - Train Accuracy: 0.753, Validation Accuracy: 0.753, Loss: 0.377
Epoch 3 Batch 276/538 - Train Accuracy: 0.759, Validation Accuracy: 0.750, Loss: 0.381
Epoch 3 Batch 277/538 - Train Accuracy: 0.751, Validation Accuracy: 0.749, Loss: 0.365
Epoch 3 Batch 278/538 - Train Accuracy: 0.762, Validation Accuracy: 0.750, Loss: 0.364
Epoch 3 Batch 279/538 - Train Accuracy: 0.770, Validation Accuracy: 0.756, Loss: 0.367
Epoch 3 Batch 280/538 - Train Accuracy: 0.800, Validation Accuracy: 0.758, Loss: 0.335
Epoch 3 Batch 281/538 - Train Accuracy: 0.754, Validation Accuracy: 0.753, Loss: 0.381
Epoch 3 Batch 282/538 - Train Accuracy: 0.750, Validation Accuracy: 0.752, Loss: 0.369
Epoch 3 Batch 283/538 - Train Accuracy: 0.768, Validation Accuracy: 0.751, Loss: 0.359
Epoch 3 Batch 284/538 - Train Accuracy: 0.772, Validation Accuracy: 0.747, Loss: 0.369
Epoch 3 Batch 285/538 - Train Accuracy: 0.779, Validation Accuracy: 0.745, Loss: 0.328
Epoch 3 Batch 286/538 - Train Accuracy: 0.740, Validation Accuracy: 0.745, Loss: 0.355
Epoch 3 Batch 287/538 - Train Accuracy: 0.760, Validation Accuracy: 0.749, Loss: 0.341
Epoch 3 Batch 288/538 - Train Accuracy: 0.751, Validation Accuracy: 0.750, Loss: 0.370
Epoch 3 Batch 289/538 - Train Accuracy: 0.783, Validation Accuracy: 0.747, Loss: 0.329
Epoch 3 Batch 290/538 - Train Accuracy: 0.744, Validation Accuracy: 0.754, Loss: 0.350
Epoch 3 Batch 291/538 - Train Accuracy: 0.755, Validation Accuracy: 0.754, Loss: 0.349
Epoch 3 Batch 292/538 - Train Accuracy: 0.784, Validation Accuracy: 0.753, Loss: 0.330
Epoch 3 Batch 293/538 - Train Accuracy: 0.770, Validation Accuracy: 0.750, Loss: 0.351
Epoch 3 Batch 294/538 - Train Accuracy: 0.742, Validation Accuracy: 0.744, Loss: 0.375
Epoch 3 Batch 295/538 - Train Accuracy: 0.786, Validation Accuracy: 0.747, Loss: 0.339
Epoch 3 Batch 296/538 - Train Accuracy: 0.758, Validation Accuracy: 0.749, Loss: 0.362
Epoch 3 Batch 297/538 - Train Accuracy: 0.738, Validation Accuracy: 0.742, Loss: 0.373
Epoch 3 Batch 298/538 - Train Accuracy: 0.742, Validation Accuracy: 0.747, Loss: 0.354
Epoch 3 Batch 299/538 - Train Accuracy: 0.745, Validation Accuracy: 0.748, Loss: 0.379
Epoch 3 Batch 300/538 - Train Accuracy: 0.758, Validation Accuracy: 0.750, Loss: 0.357
Epoch 3 Batch 301/538 - Train Accuracy: 0.744, Validation Accuracy: 0.750, Loss: 0.352
Epoch 3 Batch 302/538 - Train Accuracy: 0.771, Validation Accuracy: 0.745, Loss: 0.340
Epoch 3 Batch 303/538 - Train Accuracy: 0.793, Validation Accuracy: 0.746, Loss: 0.344
Epoch 3 Batch 304/538 - Train Accuracy: 0.742, Validation Accuracy: 0.746, Loss: 0.371
Epoch 3 Batch 305/538 - Train Accuracy: 0.775, Validation Accuracy: 0.751, Loss: 0.346
Epoch 3 Batch 306/538 - Train Accuracy: 0.769, Validation Accuracy: 0.753, Loss: 0.348
Epoch 3 Batch 307/538 - Train Accuracy: 0.769, Validation Accuracy: 0.755, Loss: 0.355
Epoch 3 Batch 308/538 - Train Accuracy: 0.764, Validation Accuracy: 0.756, Loss: 0.351
Epoch 3 Batch 309/538 - Train Accuracy: 0.759, Validation Accuracy: 0.756, Loss: 0.352
Epoch 3 Batch 310/538 - Train Accuracy: 0.767, Validation Accuracy: 0.756, Loss: 0.371
Epoch 3 Batch 311/538 - Train Accuracy: 0.757, Validation Accuracy: 0.753, Loss: 0.349
Epoch 3 Batch 312/538 - Train Accuracy: 0.775, Validation Accuracy: 0.748, Loss: 0.327
Epoch 3 Batch 313/538 - Train Accuracy: 0.763, Validation Accuracy: 0.754, Loss: 0.369
Epoch 3 Batch 314/538 - Train Accuracy: 0.769, Validation Accuracy: 0.752, Loss: 0.340
Epoch 3 Batch 315/538 - Train Accuracy: 0.768, Validation Accuracy: 0.758, Loss: 0.353
Epoch 3 Batch 316/538 - Train Accuracy: 0.757, Validation Accuracy: 0.757, Loss: 0.336
Epoch 3 Batch 317/538 - Train Accuracy: 0.738, Validation Accuracy: 0.754, Loss: 0.381
Epoch 3 Batch 318/538 - Train Accuracy: 0.767, Validation Accuracy: 0.754, Loss: 0.345
Epoch 3 Batch 319/538 - Train Accuracy: 0.776, Validation Accuracy: 0.748, Loss: 0.349
Epoch 3 Batch 320/538 - Train Accuracy: 0.770, Validation Accuracy: 0.745, Loss: 0.356
Epoch 3 Batch 321/538 - Train Accuracy: 0.778, Validation Accuracy: 0.743, Loss: 0.344
Epoch 3 Batch 322/538 - Train Accuracy: 0.761, Validation Accuracy: 0.750, Loss: 0.355
Epoch 3 Batch 323/538 - Train Accuracy: 0.778, Validation Accuracy: 0.747, Loss: 0.336
Epoch 3 Batch 324/538 - Train Accuracy: 0.738, Validation Accuracy: 0.742, Loss: 0.364
Epoch 3 Batch 325/538 - Train Accuracy: 0.768, Validation Accuracy: 0.740, Loss: 0.344
Epoch 3 Batch 326/538 - Train Accuracy: 0.760, Validation Accuracy: 0.741, Loss: 0.356
Epoch 3 Batch 327/538 - Train Accuracy: 0.752, Validation Accuracy: 0.736, Loss: 0.360
Epoch 3 Batch 328/538 - Train Accuracy: 0.778, Validation Accuracy: 0.744, Loss: 0.332
Epoch 3 Batch 329/538 - Train Accuracy: 0.782, Validation Accuracy: 0.746, Loss: 0.350
Epoch 3 Batch 330/538 - Train Accuracy: 0.775, Validation Accuracy: 0.760, Loss: 0.326
Epoch 3 Batch 331/538 - Train Accuracy: 0.753, Validation Accuracy: 0.757, Loss: 0.348
Epoch 3 Batch 332/538 - Train Accuracy: 0.746, Validation Accuracy: 0.754, Loss: 0.360
Epoch 3 Batch 333/538 - Train Accuracy: 0.757, Validation Accuracy: 0.753, Loss: 0.337
Epoch 3 Batch 334/538 - Train Accuracy: 0.790, Validation Accuracy: 0.752, Loss: 0.320
Epoch 3 Batch 335/538 - Train Accuracy: 0.764, Validation Accuracy: 0.750, Loss: 0.344
Epoch 3 Batch 336/538 - Train Accuracy: 0.764, Validation Accuracy: 0.756, Loss: 0.336
Epoch 3 Batch 337/538 - Train Accuracy: 0.781, Validation Accuracy: 0.763, Loss: 0.349
Epoch 3 Batch 338/538 - Train Accuracy: 0.752, Validation Accuracy: 0.759, Loss: 0.348
Epoch 3 Batch 339/538 - Train Accuracy: 0.766, Validation Accuracy: 0.756, Loss: 0.331
Epoch 3 Batch 340/538 - Train Accuracy: 0.760, Validation Accuracy: 0.759, Loss: 0.374
Epoch 3 Batch 341/538 - Train Accuracy: 0.775, Validation Accuracy: 0.761, Loss: 0.337
Epoch 3 Batch 342/538 - Train Accuracy: 0.760, Validation Accuracy: 0.761, Loss: 0.346
Epoch 3 Batch 343/538 - Train Accuracy: 0.786, Validation Accuracy: 0.755, Loss: 0.353
Epoch 3 Batch 344/538 - Train Accuracy: 0.786, Validation Accuracy: 0.746, Loss: 0.338
Epoch 3 Batch 345/538 - Train Accuracy: 0.789, Validation Accuracy: 0.746, Loss: 0.341
Epoch 3 Batch 346/538 - Train Accuracy: 0.761, Validation Accuracy: 0.746, Loss: 0.356
Epoch 3 Batch 347/538 - Train Accuracy: 0.766, Validation Accuracy: 0.746, Loss: 0.347
Epoch 3 Batch 348/538 - Train Accuracy: 0.761, Validation Accuracy: 0.744, Loss: 0.318
Epoch 3 Batch 349/538 - Train Accuracy: 0.757, Validation Accuracy: 0.749, Loss: 0.348
Epoch 3 Batch 350/538 - Train Accuracy: 0.758, Validation Accuracy: 0.749, Loss: 0.369
Epoch 3 Batch 351/538 - Train Accuracy: 0.769, Validation Accuracy: 0.752, Loss: 0.366
Epoch 3 Batch 352/538 - Train Accuracy: 0.790, Validation Accuracy: 0.751, Loss: 0.347
Epoch 3 Batch 353/538 - Train Accuracy: 0.771, Validation Accuracy: 0.747, Loss: 0.367
Epoch 3 Batch 354/538 - Train Accuracy: 0.737, Validation Accuracy: 0.751, Loss: 0.365
Epoch 3 Batch 355/538 - Train Accuracy: 0.768, Validation Accuracy: 0.757, Loss: 0.370
Epoch 3 Batch 356/538 - Train Accuracy: 0.769, Validation Accuracy: 0.760, Loss: 0.336
Epoch 3 Batch 357/538 - Train Accuracy: 0.762, Validation Accuracy: 0.758, Loss: 0.346
Epoch 3 Batch 358/538 - Train Accuracy: 0.767, Validation Accuracy: 0.763, Loss: 0.350
Epoch 3 Batch 359/538 - Train Accuracy: 0.761, Validation Accuracy: 0.762, Loss: 0.340
Epoch 3 Batch 360/538 - Train Accuracy: 0.737, Validation Accuracy: 0.761, Loss: 0.357
Epoch 3 Batch 361/538 - Train Accuracy: 0.781, Validation Accuracy: 0.761, Loss: 0.338
Epoch 3 Batch 362/538 - Train Accuracy: 0.800, Validation Accuracy: 0.755, Loss: 0.320
Epoch 3 Batch 363/538 - Train Accuracy: 0.773, Validation Accuracy: 0.752, Loss: 0.330
Epoch 3 Batch 364/538 - Train Accuracy: 0.739, Validation Accuracy: 0.751, Loss: 0.383
Epoch 3 Batch 365/538 - Train Accuracy: 0.758, Validation Accuracy: 0.754, Loss: 0.331
Epoch 3 Batch 366/538 - Train Accuracy: 0.783, Validation Accuracy: 0.756, Loss: 0.354
Epoch 3 Batch 367/538 - Train Accuracy: 0.794, Validation Accuracy: 0.754, Loss: 0.335
Epoch 3 Batch 368/538 - Train Accuracy: 0.797, Validation Accuracy: 0.753, Loss: 0.318
Epoch 3 Batch 369/538 - Train Accuracy: 0.777, Validation Accuracy: 0.755, Loss: 0.338
Epoch 3 Batch 370/538 - Train Accuracy: 0.772, Validation Accuracy: 0.757, Loss: 0.356
Epoch 3 Batch 371/538 - Train Accuracy: 0.768, Validation Accuracy: 0.754, Loss: 0.331
Epoch 3 Batch 372/538 - Train Accuracy: 0.787, Validation Accuracy: 0.757, Loss: 0.341
Epoch 3 Batch 373/538 - Train Accuracy: 0.744, Validation Accuracy: 0.746, Loss: 0.327
Epoch 3 Batch 374/538 - Train Accuracy: 0.765, Validation Accuracy: 0.745, Loss: 0.354
Epoch 3 Batch 375/538 - Train Accuracy: 0.773, Validation Accuracy: 0.745, Loss: 0.315
Epoch 3 Batch 376/538 - Train Accuracy: 0.753, Validation Accuracy: 0.751, Loss: 0.347
Epoch 3 Batch 377/538 - Train Accuracy: 0.763, Validation Accuracy: 0.749, Loss: 0.333
Epoch 3 Batch 378/538 - Train Accuracy: 0.775, Validation Accuracy: 0.757, Loss: 0.331
Epoch 3 Batch 379/538 - Train Accuracy: 0.798, Validation Accuracy: 0.761, Loss: 0.330
Epoch 3 Batch 380/538 - Train Accuracy: 0.752, Validation Accuracy: 0.767, Loss: 0.337
Epoch 3 Batch 381/538 - Train Accuracy: 0.776, Validation Accuracy: 0.763, Loss: 0.324
Epoch 3 Batch 382/538 - Train Accuracy: 0.764, Validation Accuracy: 0.760, Loss: 0.345
Epoch 3 Batch 383/538 - Train Accuracy: 0.764, Validation Accuracy: 0.762, Loss: 0.344
Epoch 3 Batch 384/538 - Train Accuracy: 0.778, Validation Accuracy: 0.764, Loss: 0.346
Epoch 3 Batch 385/538 - Train Accuracy: 0.766, Validation Accuracy: 0.764, Loss: 0.345
Epoch 3 Batch 386/538 - Train Accuracy: 0.754, Validation Accuracy: 0.761, Loss: 0.356
Epoch 3 Batch 387/538 - Train Accuracy: 0.768, Validation Accuracy: 0.761, Loss: 0.340
Epoch 3 Batch 388/538 - Train Accuracy: 0.776, Validation Accuracy: 0.756, Loss: 0.327
Epoch 3 Batch 389/538 - Train Accuracy: 0.772, Validation Accuracy: 0.750, Loss: 0.348
Epoch 3 Batch 390/538 - Train Accuracy: 0.795, Validation Accuracy: 0.749, Loss: 0.329
Epoch 3 Batch 391/538 - Train Accuracy: 0.771, Validation Accuracy: 0.752, Loss: 0.357
Epoch 3 Batch 392/538 - Train Accuracy: 0.770, Validation Accuracy: 0.755, Loss: 0.329
Epoch 3 Batch 393/538 - Train Accuracy: 0.793, Validation Accuracy: 0.750, Loss: 0.317
Epoch 3 Batch 394/538 - Train Accuracy: 0.723, Validation Accuracy: 0.749, Loss: 0.346
Epoch 3 Batch 395/538 - Train Accuracy: 0.750, Validation Accuracy: 0.748, Loss: 0.350
Epoch 3 Batch 396/538 - Train Accuracy: 0.740, Validation Accuracy: 0.750, Loss: 0.347
Epoch 3 Batch 397/538 - Train Accuracy: 0.775, Validation Accuracy: 0.754, Loss: 0.342
Epoch 3 Batch 398/538 - Train Accuracy: 0.763, Validation Accuracy: 0.755, Loss: 0.346
Epoch 3 Batch 399/538 - Train Accuracy: 0.751, Validation Accuracy: 0.753, Loss: 0.363
Epoch 3 Batch 400/538 - Train Accuracy: 0.766, Validation Accuracy: 0.764, Loss: 0.332
Epoch 3 Batch 401/538 - Train Accuracy: 0.784, Validation Accuracy: 0.760, Loss: 0.342
Epoch 3 Batch 402/538 - Train Accuracy: 0.762, Validation Accuracy: 0.759, Loss: 0.333
Epoch 3 Batch 403/538 - Train Accuracy: 0.768, Validation Accuracy: 0.760, Loss: 0.336
Epoch 3 Batch 404/538 - Train Accuracy: 0.757, Validation Accuracy: 0.757, Loss: 0.325
Epoch 3 Batch 405/538 - Train Accuracy: 0.755, Validation Accuracy: 0.761, Loss: 0.327
Epoch 3 Batch 406/538 - Train Accuracy: 0.774, Validation Accuracy: 0.763, Loss: 0.326
Epoch 3 Batch 407/538 - Train Accuracy: 0.795, Validation Accuracy: 0.764, Loss: 0.342
Epoch 3 Batch 408/538 - Train Accuracy: 0.746, Validation Accuracy: 0.761, Loss: 0.362
Epoch 3 Batch 409/538 - Train Accuracy: 0.765, Validation Accuracy: 0.759, Loss: 0.349
Epoch 3 Batch 410/538 - Train Accuracy: 0.778, Validation Accuracy: 0.759, Loss: 0.337
Epoch 3 Batch 411/538 - Train Accuracy: 0.789, Validation Accuracy: 0.752, Loss: 0.314
Epoch 3 Batch 412/538 - Train Accuracy: 0.769, Validation Accuracy: 0.753, Loss: 0.322
Epoch 3 Batch 413/538 - Train Accuracy: 0.759, Validation Accuracy: 0.757, Loss: 0.344
Epoch 3 Batch 414/538 - Train Accuracy: 0.755, Validation Accuracy: 0.759, Loss: 0.354
Epoch 3 Batch 415/538 - Train Accuracy: 0.766, Validation Accuracy: 0.756, Loss: 0.361
Epoch 3 Batch 416/538 - Train Accuracy: 0.784, Validation Accuracy: 0.758, Loss: 0.318
Epoch 3 Batch 417/538 - Train Accuracy: 0.779, Validation Accuracy: 0.760, Loss: 0.334
Epoch 3 Batch 418/538 - Train Accuracy: 0.778, Validation Accuracy: 0.759, Loss: 0.338
Epoch 3 Batch 419/538 - Train Accuracy: 0.772, Validation Accuracy: 0.760, Loss: 0.329
Epoch 3 Batch 420/538 - Train Accuracy: 0.779, Validation Accuracy: 0.763, Loss: 0.338
Epoch 3 Batch 421/538 - Train Accuracy: 0.768, Validation Accuracy: 0.760, Loss: 0.320
Epoch 3 Batch 422/538 - Train Accuracy: 0.770, Validation Accuracy: 0.756, Loss: 0.339
Epoch 3 Batch 423/538 - Train Accuracy: 0.798, Validation Accuracy: 0.770, Loss: 0.339
Epoch 3 Batch 424/538 - Train Accuracy: 0.751, Validation Accuracy: 0.767, Loss: 0.336
Epoch 3 Batch 425/538 - Train Accuracy: 0.769, Validation Accuracy: 0.761, Loss: 0.338
Epoch 3 Batch 426/538 - Train Accuracy: 0.782, Validation Accuracy: 0.761, Loss: 0.331
Epoch 3 Batch 427/538 - Train Accuracy: 0.757, Validation Accuracy: 0.763, Loss: 0.345
Epoch 3 Batch 428/538 - Train Accuracy: 0.784, Validation Accuracy: 0.761, Loss: 0.317
Epoch 3 Batch 429/538 - Train Accuracy: 0.776, Validation Accuracy: 0.756, Loss: 0.336
Epoch 3 Batch 430/538 - Train Accuracy: 0.790, Validation Accuracy: 0.759, Loss: 0.321
Epoch 3 Batch 431/538 - Train Accuracy: 0.769, Validation Accuracy: 0.754, Loss: 0.318
Epoch 3 Batch 432/538 - Train Accuracy: 0.787, Validation Accuracy: 0.751, Loss: 0.310
Epoch 3 Batch 433/538 - Train Accuracy: 0.774, Validation Accuracy: 0.756, Loss: 0.355
Epoch 3 Batch 434/538 - Train Accuracy: 0.751, Validation Accuracy: 0.761, Loss: 0.337
Epoch 3 Batch 435/538 - Train Accuracy: 0.775, Validation Accuracy: 0.757, Loss: 0.327
Epoch 3 Batch 436/538 - Train Accuracy: 0.746, Validation Accuracy: 0.763, Loss: 0.358
Epoch 3 Batch 437/538 - Train Accuracy: 0.754, Validation Accuracy: 0.759, Loss: 0.343
Epoch 3 Batch 438/538 - Train Accuracy: 0.786, Validation Accuracy: 0.760, Loss: 0.316
Epoch 3 Batch 439/538 - Train Accuracy: 0.784, Validation Accuracy: 0.761, Loss: 0.317
Epoch 3 Batch 440/538 - Train Accuracy: 0.771, Validation Accuracy: 0.761, Loss: 0.358
Epoch 3 Batch 441/538 - Train Accuracy: 0.743, Validation Accuracy: 0.760, Loss: 0.346
Epoch 3 Batch 442/538 - Train Accuracy: 0.789, Validation Accuracy: 0.762, Loss: 0.304
Epoch 3 Batch 443/538 - Train Accuracy: 0.786, Validation Accuracy: 0.762, Loss: 0.333
Epoch 3 Batch 444/538 - Train Accuracy: 0.805, Validation Accuracy: 0.765, Loss: 0.317
Epoch 3 Batch 445/538 - Train Accuracy: 0.806, Validation Accuracy: 0.767, Loss: 0.317
Epoch 3 Batch 446/538 - Train Accuracy: 0.776, Validation Accuracy: 0.765, Loss: 0.318
Epoch 3 Batch 447/538 - Train Accuracy: 0.748, Validation Accuracy: 0.763, Loss: 0.339
Epoch 3 Batch 448/538 - Train Accuracy: 0.767, Validation Accuracy: 0.762, Loss: 0.318
Epoch 3 Batch 449/538 - Train Accuracy: 0.764, Validation Accuracy: 0.761, Loss: 0.341
Epoch 3 Batch 450/538 - Train Accuracy: 0.767, Validation Accuracy: 0.760, Loss: 0.348
Epoch 3 Batch 451/538 - Train Accuracy: 0.771, Validation Accuracy: 0.765, Loss: 0.328
Epoch 3 Batch 452/538 - Train Accuracy: 0.790, Validation Accuracy: 0.763, Loss: 0.310
Epoch 3 Batch 453/538 - Train Accuracy: 0.778, Validation Accuracy: 0.760, Loss: 0.337
Epoch 3 Batch 454/538 - Train Accuracy: 0.779, Validation Accuracy: 0.764, Loss: 0.323
Epoch 3 Batch 455/538 - Train Accuracy: 0.791, Validation Accuracy: 0.763, Loss: 0.312
Epoch 3 Batch 456/538 - Train Accuracy: 0.819, Validation Accuracy: 0.761, Loss: 0.312
Epoch 3 Batch 457/538 - Train Accuracy: 0.739, Validation Accuracy: 0.761, Loss: 0.355
Epoch 3 Batch 458/538 - Train Accuracy: 0.775, Validation Accuracy: 0.760, Loss: 0.315
Epoch 3 Batch 459/538 - Train Accuracy: 0.795, Validation Accuracy: 0.757, Loss: 0.318
Epoch 3 Batch 460/538 - Train Accuracy: 0.738, Validation Accuracy: 0.760, Loss: 0.325
Epoch 3 Batch 461/538 - Train Accuracy: 0.760, Validation Accuracy: 0.759, Loss: 0.353
Epoch 3 Batch 462/538 - Train Accuracy: 0.771, Validation Accuracy: 0.762, Loss: 0.310
Epoch 3 Batch 463/538 - Train Accuracy: 0.768, Validation Accuracy: 0.762, Loss: 0.348
Epoch 3 Batch 464/538 - Train Accuracy: 0.771, Validation Accuracy: 0.765, Loss: 0.328
Epoch 3 Batch 465/538 - Train Accuracy: 0.757, Validation Accuracy: 0.773, Loss: 0.331
Epoch 3 Batch 466/538 - Train Accuracy: 0.749, Validation Accuracy: 0.774, Loss: 0.337
Epoch 3 Batch 467/538 - Train Accuracy: 0.770, Validation Accuracy: 0.769, Loss: 0.318
Epoch 3 Batch 468/538 - Train Accuracy: 0.790, Validation Accuracy: 0.775, Loss: 0.334
Epoch 3 Batch 469/538 - Train Accuracy: 0.771, Validation Accuracy: 0.771, Loss: 0.331
Epoch 3 Batch 470/538 - Train Accuracy: 0.781, Validation Accuracy: 0.769, Loss: 0.320
Epoch 3 Batch 471/538 - Train Accuracy: 0.767, Validation Accuracy: 0.762, Loss: 0.313
Epoch 3 Batch 472/538 - Train Accuracy: 0.790, Validation Accuracy: 0.771, Loss: 0.307
Epoch 3 Batch 473/538 - Train Accuracy: 0.749, Validation Accuracy: 0.773, Loss: 0.328
Epoch 3 Batch 474/538 - Train Accuracy: 0.795, Validation Accuracy: 0.766, Loss: 0.310
Epoch 3 Batch 475/538 - Train Accuracy: 0.779, Validation Accuracy: 0.764, Loss: 0.313
Epoch 3 Batch 476/538 - Train Accuracy: 0.750, Validation Accuracy: 0.765, Loss: 0.322
Epoch 3 Batch 477/538 - Train Accuracy: 0.773, Validation Accuracy: 0.764, Loss: 0.337
Epoch 3 Batch 478/538 - Train Accuracy: 0.796, Validation Accuracy: 0.758, Loss: 0.307
Epoch 3 Batch 479/538 - Train Accuracy: 0.795, Validation Accuracy: 0.757, Loss: 0.311
Epoch 3 Batch 480/538 - Train Accuracy: 0.793, Validation Accuracy: 0.749, Loss: 0.318
Epoch 3 Batch 481/538 - Train Accuracy: 0.800, Validation Accuracy: 0.746, Loss: 0.318
Epoch 3 Batch 482/538 - Train Accuracy: 0.781, Validation Accuracy: 0.751, Loss: 0.292
Epoch 3 Batch 483/538 - Train Accuracy: 0.738, Validation Accuracy: 0.755, Loss: 0.331
Epoch 3 Batch 484/538 - Train Accuracy: 0.794, Validation Accuracy: 0.751, Loss: 0.330
Epoch 3 Batch 485/538 - Train Accuracy: 0.783, Validation Accuracy: 0.751, Loss: 0.317
Epoch 3 Batch 486/538 - Train Accuracy: 0.784, Validation Accuracy: 0.755, Loss: 0.296
Epoch 3 Batch 487/538 - Train Accuracy: 0.765, Validation Accuracy: 0.756, Loss: 0.311
Epoch 3 Batch 488/538 - Train Accuracy: 0.798, Validation Accuracy: 0.760, Loss: 0.328
Epoch 3 Batch 489/538 - Train Accuracy: 0.752, Validation Accuracy: 0.762, Loss: 0.327
Epoch 3 Batch 490/538 - Train Accuracy: 0.778, Validation Accuracy: 0.763, Loss: 0.307
Epoch 3 Batch 491/538 - Train Accuracy: 0.736, Validation Accuracy: 0.759, Loss: 0.333
Epoch 3 Batch 492/538 - Train Accuracy: 0.763, Validation Accuracy: 0.762, Loss: 0.331
Epoch 3 Batch 493/538 - Train Accuracy: 0.754, Validation Accuracy: 0.767, Loss: 0.307
Epoch 3 Batch 494/538 - Train Accuracy: 0.764, Validation Accuracy: 0.761, Loss: 0.340
Epoch 3 Batch 495/538 - Train Accuracy: 0.766, Validation Accuracy: 0.762, Loss: 0.328
Epoch 3 Batch 496/538 - Train Accuracy: 0.763, Validation Accuracy: 0.765, Loss: 0.312
Epoch 3 Batch 497/538 - Train Accuracy: 0.777, Validation Accuracy: 0.770, Loss: 0.322
Epoch 3 Batch 498/538 - Train Accuracy: 0.762, Validation Accuracy: 0.762, Loss: 0.313
Epoch 3 Batch 499/538 - Train Accuracy: 0.778, Validation Accuracy: 0.759, Loss: 0.305
Epoch 3 Batch 500/538 - Train Accuracy: 0.792, Validation Accuracy: 0.760, Loss: 0.292
Epoch 3 Batch 501/538 - Train Accuracy: 0.810, Validation Accuracy: 0.760, Loss: 0.309
Epoch 3 Batch 502/538 - Train Accuracy: 0.764, Validation Accuracy: 0.764, Loss: 0.316
Epoch 3 Batch 503/538 - Train Accuracy: 0.799, Validation Accuracy: 0.763, Loss: 0.323
Epoch 3 Batch 504/538 - Train Accuracy: 0.774, Validation Accuracy: 0.761, Loss: 0.322
Epoch 3 Batch 505/538 - Train Accuracy: 0.771, Validation Accuracy: 0.761, Loss: 0.316
Epoch 3 Batch 506/538 - Train Accuracy: 0.789, Validation Accuracy: 0.756, Loss: 0.315
Epoch 3 Batch 507/538 - Train Accuracy: 0.736, Validation Accuracy: 0.756, Loss: 0.339
Epoch 3 Batch 508/538 - Train Accuracy: 0.757, Validation Accuracy: 0.757, Loss: 0.324
Epoch 3 Batch 509/538 - Train Accuracy: 0.774, Validation Accuracy: 0.755, Loss: 0.329
Epoch 3 Batch 510/538 - Train Accuracy: 0.773, Validation Accuracy: 0.758, Loss: 0.320
Epoch 3 Batch 511/538 - Train Accuracy: 0.795, Validation Accuracy: 0.762, Loss: 0.322
Epoch 3 Batch 512/538 - Train Accuracy: 0.799, Validation Accuracy: 0.756, Loss: 0.315
Epoch 3 Batch 513/538 - Train Accuracy: 0.755, Validation Accuracy: 0.752, Loss: 0.329
Epoch 3 Batch 514/538 - Train Accuracy: 0.764, Validation Accuracy: 0.755, Loss: 0.329
Epoch 3 Batch 515/538 - Train Accuracy: 0.765, Validation Accuracy: 0.764, Loss: 0.329
Epoch 3 Batch 516/538 - Train Accuracy: 0.756, Validation Accuracy: 0.758, Loss: 0.333
Epoch 3 Batch 517/538 - Train Accuracy: 0.791, Validation Accuracy: 0.756, Loss: 0.308
Epoch 3 Batch 518/538 - Train Accuracy: 0.776, Validation Accuracy: 0.757, Loss: 0.331
Epoch 3 Batch 519/538 - Train Accuracy: 0.811, Validation Accuracy: 0.763, Loss: 0.325
Epoch 3 Batch 520/538 - Train Accuracy: 0.766, Validation Accuracy: 0.761, Loss: 0.331
Epoch 3 Batch 521/538 - Train Accuracy: 0.762, Validation Accuracy: 0.766, Loss: 0.341
Epoch 3 Batch 522/538 - Train Accuracy: 0.758, Validation Accuracy: 0.762, Loss: 0.313
Epoch 3 Batch 523/538 - Train Accuracy: 0.777, Validation Accuracy: 0.763, Loss: 0.315
Epoch 3 Batch 524/538 - Train Accuracy: 0.762, Validation Accuracy: 0.764, Loss: 0.321
Epoch 3 Batch 525/538 - Train Accuracy: 0.810, Validation Accuracy: 0.767, Loss: 0.309
Epoch 3 Batch 526/538 - Train Accuracy: 0.781, Validation Accuracy: 0.764, Loss: 0.308
Epoch 3 Batch 527/538 - Train Accuracy: 0.791, Validation Accuracy: 0.766, Loss: 0.314
Epoch 3 Batch 528/538 - Train Accuracy: 0.753, Validation Accuracy: 0.762, Loss: 0.339
Epoch 3 Batch 529/538 - Train Accuracy: 0.763, Validation Accuracy: 0.765, Loss: 0.324
Epoch 3 Batch 530/538 - Train Accuracy: 0.761, Validation Accuracy: 0.768, Loss: 0.339
Epoch 3 Batch 531/538 - Train Accuracy: 0.785, Validation Accuracy: 0.760, Loss: 0.326
Epoch 3 Batch 532/538 - Train Accuracy: 0.765, Validation Accuracy: 0.761, Loss: 0.310
Epoch 3 Batch 533/538 - Train Accuracy: 0.787, Validation Accuracy: 0.762, Loss: 0.318
Epoch 3 Batch 534/538 - Train Accuracy: 0.767, Validation Accuracy: 0.760, Loss: 0.290
Epoch 3 Batch 535/538 - Train Accuracy: 0.770, Validation Accuracy: 0.758, Loss: 0.296
Epoch 3 Batch 536/538 - Train Accuracy: 0.791, Validation Accuracy: 0.763, Loss: 0.335
Epoch 4 Batch 0/538 - Train Accuracy: 0.779, Validation Accuracy: 0.765, Loss: 0.316
Epoch 4 Batch 1/538 - Train Accuracy: 0.790, Validation Accuracy: 0.767, Loss: 0.312
Epoch 4 Batch 2/538 - Train Accuracy: 0.763, Validation Accuracy: 0.769, Loss: 0.330
Epoch 4 Batch 3/538 - Train Accuracy: 0.774, Validation Accuracy: 0.767, Loss: 0.316
Epoch 4 Batch 4/538 - Train Accuracy: 0.793, Validation Accuracy: 0.766, Loss: 0.308
Epoch 4 Batch 5/538 - Train Accuracy: 0.777, Validation Accuracy: 0.763, Loss: 0.329
Epoch 4 Batch 6/538 - Train Accuracy: 0.784, Validation Accuracy: 0.759, Loss: 0.308
Epoch 4 Batch 7/538 - Train Accuracy: 0.782, Validation Accuracy: 0.760, Loss: 0.313
Epoch 4 Batch 8/538 - Train Accuracy: 0.783, Validation Accuracy: 0.753, Loss: 0.324
Epoch 4 Batch 9/538 - Train Accuracy: 0.780, Validation Accuracy: 0.752, Loss: 0.309
Epoch 4 Batch 10/538 - Train Accuracy: 0.736, Validation Accuracy: 0.751, Loss: 0.338
Epoch 4 Batch 11/538 - Train Accuracy: 0.778, Validation Accuracy: 0.748, Loss: 0.303
Epoch 4 Batch 12/538 - Train Accuracy: 0.759, Validation Accuracy: 0.750, Loss: 0.320
Epoch 4 Batch 13/538 - Train Accuracy: 0.810, Validation Accuracy: 0.752, Loss: 0.292
Epoch 4 Batch 14/538 - Train Accuracy: 0.750, Validation Accuracy: 0.749, Loss: 0.313
Epoch 4 Batch 15/538 - Train Accuracy: 0.779, Validation Accuracy: 0.754, Loss: 0.312
Epoch 4 Batch 16/538 - Train Accuracy: 0.779, Validation Accuracy: 0.757, Loss: 0.298
Epoch 4 Batch 17/538 - Train Accuracy: 0.790, Validation Accuracy: 0.761, Loss: 0.315
Epoch 4 Batch 18/538 - Train Accuracy: 0.730, Validation Accuracy: 0.762, Loss: 0.345
Epoch 4 Batch 19/538 - Train Accuracy: 0.759, Validation Accuracy: 0.765, Loss: 0.332
Epoch 4 Batch 20/538 - Train Accuracy: 0.790, Validation Accuracy: 0.765, Loss: 0.321
Epoch 4 Batch 21/538 - Train Accuracy: 0.792, Validation Accuracy: 0.763, Loss: 0.311
Epoch 4 Batch 22/538 - Train Accuracy: 0.774, Validation Accuracy: 0.765, Loss: 0.319
Epoch 4 Batch 23/538 - Train Accuracy: 0.772, Validation Accuracy: 0.768, Loss: 0.335
Epoch 4 Batch 24/538 - Train Accuracy: 0.771, Validation Accuracy: 0.767, Loss: 0.319
Epoch 4 Batch 25/538 - Train Accuracy: 0.768, Validation Accuracy: 0.770, Loss: 0.317
Epoch 4 Batch 26/538 - Train Accuracy: 0.745, Validation Accuracy: 0.770, Loss: 0.327
Epoch 4 Batch 27/538 - Train Accuracy: 0.782, Validation Accuracy: 0.771, Loss: 0.303
Epoch 4 Batch 28/538 - Train Accuracy: 0.778, Validation Accuracy: 0.765, Loss: 0.292
Epoch 4 Batch 29/538 - Train Accuracy: 0.783, Validation Accuracy: 0.765, Loss: 0.293
Epoch 4 Batch 30/538 - Train Accuracy: 0.757, Validation Accuracy: 0.771, Loss: 0.340
Epoch 4 Batch 31/538 - Train Accuracy: 0.771, Validation Accuracy: 0.770, Loss: 0.295
Epoch 4 Batch 32/538 - Train Accuracy: 0.764, Validation Accuracy: 0.770, Loss: 0.280
Epoch 4 Batch 33/538 - Train Accuracy: 0.772, Validation Accuracy: 0.766, Loss: 0.315
Epoch 4 Batch 34/538 - Train Accuracy: 0.773, Validation Accuracy: 0.770, Loss: 0.317
Epoch 4 Batch 35/538 - Train Accuracy: 0.814, Validation Accuracy: 0.770, Loss: 0.302
Epoch 4 Batch 36/538 - Train Accuracy: 0.775, Validation Accuracy: 0.770, Loss: 0.299
Epoch 4 Batch 37/538 - Train Accuracy: 0.791, Validation Accuracy: 0.773, Loss: 0.315
Epoch 4 Batch 38/538 - Train Accuracy: 0.763, Validation Accuracy: 0.768, Loss: 0.315
Epoch 4 Batch 39/538 - Train Accuracy: 0.785, Validation Accuracy: 0.772, Loss: 0.304
Epoch 4 Batch 40/538 - Train Accuracy: 0.787, Validation Accuracy: 0.774, Loss: 0.278
Epoch 4 Batch 41/538 - Train Accuracy: 0.793, Validation Accuracy: 0.779, Loss: 0.308
Epoch 4 Batch 42/538 - Train Accuracy: 0.804, Validation Accuracy: 0.774, Loss: 0.299
Epoch 4 Batch 43/538 - Train Accuracy: 0.754, Validation Accuracy: 0.773, Loss: 0.335
Epoch 4 Batch 44/538 - Train Accuracy: 0.756, Validation Accuracy: 0.769, Loss: 0.328
Epoch 4 Batch 45/538 - Train Accuracy: 0.780, Validation Accuracy: 0.766, Loss: 0.292
Epoch 4 Batch 46/538 - Train Accuracy: 0.791, Validation Accuracy: 0.765, Loss: 0.300
Epoch 4 Batch 47/538 - Train Accuracy: 0.767, Validation Accuracy: 0.763, Loss: 0.311
Epoch 4 Batch 48/538 - Train Accuracy: 0.791, Validation Accuracy: 0.766, Loss: 0.293
Epoch 4 Batch 49/538 - Train Accuracy: 0.770, Validation Accuracy: 0.765, Loss: 0.330
Epoch 4 Batch 50/538 - Train Accuracy: 0.791, Validation Accuracy: 0.772, Loss: 0.301
Epoch 4 Batch 51/538 - Train Accuracy: 0.759, Validation Accuracy: 0.774, Loss: 0.347
Epoch 4 Batch 52/538 - Train Accuracy: 0.786, Validation Accuracy: 0.769, Loss: 0.310
Epoch 4 Batch 53/538 - Train Accuracy: 0.777, Validation Accuracy: 0.764, Loss: 0.299
Epoch 4 Batch 54/538 - Train Accuracy: 0.787, Validation Accuracy: 0.766, Loss: 0.308
Epoch 4 Batch 55/538 - Train Accuracy: 0.775, Validation Accuracy: 0.771, Loss: 0.314
Epoch 4 Batch 56/538 - Train Accuracy: 0.774, Validation Accuracy: 0.772, Loss: 0.294
Epoch 4 Batch 57/538 - Train Accuracy: 0.739, Validation Accuracy: 0.767, Loss: 0.330
Epoch 4 Batch 58/538 - Train Accuracy: 0.757, Validation Accuracy: 0.766, Loss: 0.313
Epoch 4 Batch 59/538 - Train Accuracy: 0.771, Validation Accuracy: 0.766, Loss: 0.313
Epoch 4 Batch 60/538 - Train Accuracy: 0.774, Validation Accuracy: 0.766, Loss: 0.311
Epoch 4 Batch 61/538 - Train Accuracy: 0.789, Validation Accuracy: 0.762, Loss: 0.306
Epoch 4 Batch 62/538 - Train Accuracy: 0.785, Validation Accuracy: 0.759, Loss: 0.299
Epoch 4 Batch 63/538 - Train Accuracy: 0.823, Validation Accuracy: 0.756, Loss: 0.289
Epoch 4 Batch 64/538 - Train Accuracy: 0.799, Validation Accuracy: 0.754, Loss: 0.286
Epoch 4 Batch 65/538 - Train Accuracy: 0.770, Validation Accuracy: 0.755, Loss: 0.310
Epoch 4 Batch 66/538 - Train Accuracy: 0.795, Validation Accuracy: 0.757, Loss: 0.285
Epoch 4 Batch 67/538 - Train Accuracy: 0.807, Validation Accuracy: 0.753, Loss: 0.300
Epoch 4 Batch 68/538 - Train Accuracy: 0.797, Validation Accuracy: 0.753, Loss: 0.275
Epoch 4 Batch 69/538 - Train Accuracy: 0.781, Validation Accuracy: 0.761, Loss: 0.312
Epoch 4 Batch 70/538 - Train Accuracy: 0.780, Validation Accuracy: 0.763, Loss: 0.295
Epoch 4 Batch 71/538 - Train Accuracy: 0.751, Validation Accuracy: 0.756, Loss: 0.334
Epoch 4 Batch 72/538 - Train Accuracy: 0.808, Validation Accuracy: 0.759, Loss: 0.322
Epoch 4 Batch 73/538 - Train Accuracy: 0.762, Validation Accuracy: 0.768, Loss: 0.316
Epoch 4 Batch 74/538 - Train Accuracy: 0.785, Validation Accuracy: 0.768, Loss: 0.296
Epoch 4 Batch 75/538 - Train Accuracy: 0.776, Validation Accuracy: 0.762, Loss: 0.293
Epoch 4 Batch 76/538 - Train Accuracy: 0.777, Validation Accuracy: 0.760, Loss: 0.316
Epoch 4 Batch 77/538 - Train Accuracy: 0.779, Validation Accuracy: 0.764, Loss: 0.311
Epoch 4 Batch 78/538 - Train Accuracy: 0.788, Validation Accuracy: 0.759, Loss: 0.303
Epoch 4 Batch 79/538 - Train Accuracy: 0.801, Validation Accuracy: 0.757, Loss: 0.279
Epoch 4 Batch 80/538 - Train Accuracy: 0.771, Validation Accuracy: 0.761, Loss: 0.323
Epoch 4 Batch 81/538 - Train Accuracy: 0.769, Validation Accuracy: 0.764, Loss: 0.306
Epoch 4 Batch 82/538 - Train Accuracy: 0.777, Validation Accuracy: 0.764, Loss: 0.308
Epoch 4 Batch 83/538 - Train Accuracy: 0.771, Validation Accuracy: 0.762, Loss: 0.316
Epoch 4 Batch 84/538 - Train Accuracy: 0.780, Validation Accuracy: 0.757, Loss: 0.304
Epoch 4 Batch 85/538 - Train Accuracy: 0.803, Validation Accuracy: 0.764, Loss: 0.283
Epoch 4 Batch 86/538 - Train Accuracy: 0.796, Validation Accuracy: 0.766, Loss: 0.314
Epoch 4 Batch 87/538 - Train Accuracy: 0.798, Validation Accuracy: 0.764, Loss: 0.287
Epoch 4 Batch 88/538 - Train Accuracy: 0.796, Validation Accuracy: 0.764, Loss: 0.292
Epoch 4 Batch 89/538 - Train Accuracy: 0.774, Validation Accuracy: 0.764, Loss: 0.312
Epoch 4 Batch 90/538 - Train Accuracy: 0.780, Validation Accuracy: 0.759, Loss: 0.321
Epoch 4 Batch 91/538 - Train Accuracy: 0.769, Validation Accuracy: 0.754, Loss: 0.315
Epoch 4 Batch 92/538 - Train Accuracy: 0.767, Validation Accuracy: 0.752, Loss: 0.309
Epoch 4 Batch 93/538 - Train Accuracy: 0.777, Validation Accuracy: 0.757, Loss: 0.305
Epoch 4 Batch 94/538 - Train Accuracy: 0.791, Validation Accuracy: 0.762, Loss: 0.304
Epoch 4 Batch 95/538 - Train Accuracy: 0.802, Validation Accuracy: 0.769, Loss: 0.277
Epoch 4 Batch 96/538 - Train Accuracy: 0.805, Validation Accuracy: 0.767, Loss: 0.278
Epoch 4 Batch 97/538 - Train Accuracy: 0.790, Validation Accuracy: 0.765, Loss: 0.292
Epoch 4 Batch 98/538 - Train Accuracy: 0.806, Validation Accuracy: 0.762, Loss: 0.289
Epoch 4 Batch 99/538 - Train Accuracy: 0.774, Validation Accuracy: 0.764, Loss: 0.312
Epoch 4 Batch 100/538 - Train Accuracy: 0.778, Validation Accuracy: 0.765, Loss: 0.297
Epoch 4 Batch 101/538 - Train Accuracy: 0.771, Validation Accuracy: 0.764, Loss: 0.314
Epoch 4 Batch 102/538 - Train Accuracy: 0.786, Validation Accuracy: 0.768, Loss: 0.309
Epoch 4 Batch 103/538 - Train Accuracy: 0.808, Validation Accuracy: 0.768, Loss: 0.297
Epoch 4 Batch 104/538 - Train Accuracy: 0.765, Validation Accuracy: 0.762, Loss: 0.293
Epoch 4 Batch 105/538 - Train Accuracy: 0.775, Validation Accuracy: 0.768, Loss: 0.279
Epoch 4 Batch 106/538 - Train Accuracy: 0.797, Validation Accuracy: 0.765, Loss: 0.272
Epoch 4 Batch 107/538 - Train Accuracy: 0.768, Validation Accuracy: 0.763, Loss: 0.333
Epoch 4 Batch 108/538 - Train Accuracy: 0.779, Validation Accuracy: 0.768, Loss: 0.298
Epoch 4 Batch 109/538 - Train Accuracy: 0.813, Validation Accuracy: 0.763, Loss: 0.299
Epoch 4 Batch 110/538 - Train Accuracy: 0.800, Validation Accuracy: 0.763, Loss: 0.299
Epoch 4 Batch 111/538 - Train Accuracy: 0.802, Validation Accuracy: 0.766, Loss: 0.293
Epoch 4 Batch 112/538 - Train Accuracy: 0.800, Validation Accuracy: 0.762, Loss: 0.307
Epoch 4 Batch 113/538 - Train Accuracy: 0.776, Validation Accuracy: 0.766, Loss: 0.300
Epoch 4 Batch 114/538 - Train Accuracy: 0.794, Validation Accuracy: 0.766, Loss: 0.293
Epoch 4 Batch 115/538 - Train Accuracy: 0.768, Validation Accuracy: 0.765, Loss: 0.329
Epoch 4 Batch 116/538 - Train Accuracy: 0.786, Validation Accuracy: 0.758, Loss: 0.311
Epoch 4 Batch 117/538 - Train Accuracy: 0.794, Validation Accuracy: 0.754, Loss: 0.294
Epoch 4 Batch 118/538 - Train Accuracy: 0.793, Validation Accuracy: 0.754, Loss: 0.280
Epoch 4 Batch 119/538 - Train Accuracy: 0.823, Validation Accuracy: 0.754, Loss: 0.272
Epoch 4 Batch 120/538 - Train Accuracy: 0.804, Validation Accuracy: 0.762, Loss: 0.280
Epoch 4 Batch 121/538 - Train Accuracy: 0.774, Validation Accuracy: 0.763, Loss: 0.283
Epoch 4 Batch 122/538 - Train Accuracy: 0.775, Validation Accuracy: 0.760, Loss: 0.280
Epoch 4 Batch 123/538 - Train Accuracy: 0.798, Validation Accuracy: 0.760, Loss: 0.284
Epoch 4 Batch 124/538 - Train Accuracy: 0.775, Validation Accuracy: 0.755, Loss: 0.280
Epoch 4 Batch 125/538 - Train Accuracy: 0.790, Validation Accuracy: 0.754, Loss: 0.298
Epoch 4 Batch 126/538 - Train Accuracy: 0.803, Validation Accuracy: 0.760, Loss: 0.283
Epoch 4 Batch 127/538 - Train Accuracy: 0.770, Validation Accuracy: 0.766, Loss: 0.331
Epoch 4 Batch 128/538 - Train Accuracy: 0.816, Validation Accuracy: 0.770, Loss: 0.289
Epoch 4 Batch 129/538 - Train Accuracy: 0.788, Validation Accuracy: 0.770, Loss: 0.284
Epoch 4 Batch 130/538 - Train Accuracy: 0.782, Validation Accuracy: 0.768, Loss: 0.277
Epoch 4 Batch 131/538 - Train Accuracy: 0.775, Validation Accuracy: 0.761, Loss: 0.300
Epoch 4 Batch 132/538 - Train Accuracy: 0.786, Validation Accuracy: 0.765, Loss: 0.288
Epoch 4 Batch 133/538 - Train Accuracy: 0.804, Validation Accuracy: 0.773, Loss: 0.267
Epoch 4 Batch 134/538 - Train Accuracy: 0.757, Validation Accuracy: 0.773, Loss: 0.320
Epoch 4 Batch 135/538 - Train Accuracy: 0.781, Validation Accuracy: 0.774, Loss: 0.316
Epoch 4 Batch 136/538 - Train Accuracy: 0.777, Validation Accuracy: 0.770, Loss: 0.296
Epoch 4 Batch 137/538 - Train Accuracy: 0.762, Validation Accuracy: 0.765, Loss: 0.308
Epoch 4 Batch 138/538 - Train Accuracy: 0.761, Validation Accuracy: 0.762, Loss: 0.294
Epoch 4 Batch 139/538 - Train Accuracy: 0.789, Validation Accuracy: 0.765, Loss: 0.313
Epoch 4 Batch 140/538 - Train Accuracy: 0.771, Validation Accuracy: 0.769, Loss: 0.324
Epoch 4 Batch 141/538 - Train Accuracy: 0.794, Validation Accuracy: 0.763, Loss: 0.304
Epoch 4 Batch 142/538 - Train Accuracy: 0.815, Validation Accuracy: 0.759, Loss: 0.292
Epoch 4 Batch 143/538 - Train Accuracy: 0.788, Validation Accuracy: 0.761, Loss: 0.307
Epoch 4 Batch 144/538 - Train Accuracy: 0.777, Validation Accuracy: 0.766, Loss: 0.324
Epoch 4 Batch 145/538 - Train Accuracy: 0.777, Validation Accuracy: 0.768, Loss: 0.317
Epoch 4 Batch 146/538 - Train Accuracy: 0.779, Validation Accuracy: 0.767, Loss: 0.291
Epoch 4 Batch 147/538 - Train Accuracy: 0.787, Validation Accuracy: 0.764, Loss: 0.290
Epoch 4 Batch 148/538 - Train Accuracy: 0.745, Validation Accuracy: 0.767, Loss: 0.325
Epoch 4 Batch 149/538 - Train Accuracy: 0.799, Validation Accuracy: 0.763, Loss: 0.285
Epoch 4 Batch 150/538 - Train Accuracy: 0.790, Validation Accuracy: 0.763, Loss: 0.292
Epoch 4 Batch 151/538 - Train Accuracy: 0.783, Validation Accuracy: 0.766, Loss: 0.292
Epoch 4 Batch 152/538 - Train Accuracy: 0.804, Validation Accuracy: 0.765, Loss: 0.289
Epoch 4 Batch 153/538 - Train Accuracy: 0.776, Validation Accuracy: 0.762, Loss: 0.304
Epoch 4 Batch 154/538 - Train Accuracy: 0.779, Validation Accuracy: 0.768, Loss: 0.285
Epoch 4 Batch 155/538 - Train Accuracy: 0.780, Validation Accuracy: 0.769, Loss: 0.297
Epoch 4 Batch 156/538 - Train Accuracy: 0.787, Validation Accuracy: 0.768, Loss: 0.279
Epoch 4 Batch 157/538 - Train Accuracy: 0.800, Validation Accuracy: 0.768, Loss: 0.285
Epoch 4 Batch 158/538 - Train Accuracy: 0.801, Validation Accuracy: 0.771, Loss: 0.315
Epoch 4 Batch 159/538 - Train Accuracy: 0.807, Validation Accuracy: 0.771, Loss: 0.301
Epoch 4 Batch 160/538 - Train Accuracy: 0.755, Validation Accuracy: 0.768, Loss: 0.271
Epoch 4 Batch 161/538 - Train Accuracy: 0.776, Validation Accuracy: 0.772, Loss: 0.295
Epoch 4 Batch 162/538 - Train Accuracy: 0.803, Validation Accuracy: 0.775, Loss: 0.287
Epoch 4 Batch 163/538 - Train Accuracy: 0.789, Validation Accuracy: 0.772, Loss: 0.320
Epoch 4 Batch 164/538 - Train Accuracy: 0.779, Validation Accuracy: 0.772, Loss: 0.298
Epoch 4 Batch 165/538 - Train Accuracy: 0.791, Validation Accuracy: 0.772, Loss: 0.270
Epoch 4 Batch 166/538 - Train Accuracy: 0.793, Validation Accuracy: 0.775, Loss: 0.300
Epoch 4 Batch 167/538 - Train Accuracy: 0.804, Validation Accuracy: 0.769, Loss: 0.293
Epoch 4 Batch 168/538 - Train Accuracy: 0.770, Validation Accuracy: 0.766, Loss: 0.325
Epoch 4 Batch 169/538 - Train Accuracy: 0.815, Validation Accuracy: 0.764, Loss: 0.285
Epoch 4 Batch 170/538 - Train Accuracy: 0.780, Validation Accuracy: 0.771, Loss: 0.293
Epoch 4 Batch 171/538 - Train Accuracy: 0.801, Validation Accuracy: 0.772, Loss: 0.291
Epoch 4 Batch 172/538 - Train Accuracy: 0.807, Validation Accuracy: 0.770, Loss: 0.285
Epoch 4 Batch 173/538 - Train Accuracy: 0.778, Validation Accuracy: 0.771, Loss: 0.289
Epoch 4 Batch 174/538 - Train Accuracy: 0.741, Validation Accuracy: 0.776, Loss: 0.304
Epoch 4 Batch 175/538 - Train Accuracy: 0.774, Validation Accuracy: 0.769, Loss: 0.298
Epoch 4 Batch 176/538 - Train Accuracy: 0.760, Validation Accuracy: 0.769, Loss: 0.318
Epoch 4 Batch 177/538 - Train Accuracy: 0.770, Validation Accuracy: 0.767, Loss: 0.299
Epoch 4 Batch 178/538 - Train Accuracy: 0.768, Validation Accuracy: 0.763, Loss: 0.283
Epoch 4 Batch 179/538 - Train Accuracy: 0.787, Validation Accuracy: 0.760, Loss: 0.299
Epoch 4 Batch 180/538 - Train Accuracy: 0.815, Validation Accuracy: 0.767, Loss: 0.293
Epoch 4 Batch 181/538 - Train Accuracy: 0.758, Validation Accuracy: 0.763, Loss: 0.310
Epoch 4 Batch 182/538 - Train Accuracy: 0.759, Validation Accuracy: 0.767, Loss: 0.288
Epoch 4 Batch 183/538 - Train Accuracy: 0.825, Validation Accuracy: 0.766, Loss: 0.279
Epoch 4 Batch 184/538 - Train Accuracy: 0.785, Validation Accuracy: 0.770, Loss: 0.287
Epoch 4 Batch 185/538 - Train Accuracy: 0.805, Validation Accuracy: 0.766, Loss: 0.287
Epoch 4 Batch 186/538 - Train Accuracy: 0.761, Validation Accuracy: 0.767, Loss: 0.297
Epoch 4 Batch 187/538 - Train Accuracy: 0.788, Validation Accuracy: 0.766, Loss: 0.291
Epoch 4 Batch 188/538 - Train Accuracy: 0.775, Validation Accuracy: 0.767, Loss: 0.294
Epoch 4 Batch 189/538 - Train Accuracy: 0.784, Validation Accuracy: 0.765, Loss: 0.286
Epoch 4 Batch 190/538 - Train Accuracy: 0.785, Validation Accuracy: 0.767, Loss: 0.314
Epoch 4 Batch 191/538 - Train Accuracy: 0.788, Validation Accuracy: 0.769, Loss: 0.274
Epoch 4 Batch 192/538 - Train Accuracy: 0.782, Validation Accuracy: 0.765, Loss: 0.289
Epoch 4 Batch 193/538 - Train Accuracy: 0.802, Validation Accuracy: 0.770, Loss: 0.281
Epoch 4 Batch 194/538 - Train Accuracy: 0.779, Validation Accuracy: 0.764, Loss: 0.301
Epoch 4 Batch 195/538 - Train Accuracy: 0.787, Validation Accuracy: 0.762, Loss: 0.267
Epoch 4 Batch 196/538 - Train Accuracy: 0.770, Validation Accuracy: 0.760, Loss: 0.285
Epoch 4 Batch 197/538 - Train Accuracy: 0.789, Validation Accuracy: 0.757, Loss: 0.278
Epoch 4 Batch 198/538 - Train Accuracy: 0.810, Validation Accuracy: 0.763, Loss: 0.285
Epoch 4 Batch 199/538 - Train Accuracy: 0.779, Validation Accuracy: 0.762, Loss: 0.300
Epoch 4 Batch 200/538 - Train Accuracy: 0.787, Validation Accuracy: 0.768, Loss: 0.281
Epoch 4 Batch 201/538 - Train Accuracy: 0.785, Validation Accuracy: 0.764, Loss: 0.289
Epoch 4 Batch 202/538 - Train Accuracy: 0.817, Validation Accuracy: 0.769, Loss: 0.284
Epoch 4 Batch 203/538 - Train Accuracy: 0.769, Validation Accuracy: 0.768, Loss: 0.316
Epoch 4 Batch 204/538 - Train Accuracy: 0.785, Validation Accuracy: 0.767, Loss: 0.304
Epoch 4 Batch 205/538 - Train Accuracy: 0.812, Validation Accuracy: 0.766, Loss: 0.274
Epoch 4 Batch 206/538 - Train Accuracy: 0.750, Validation Accuracy: 0.774, Loss: 0.289
Epoch 4 Batch 207/538 - Train Accuracy: 0.796, Validation Accuracy: 0.769, Loss: 0.285
Epoch 4 Batch 208/538 - Train Accuracy: 0.766, Validation Accuracy: 0.768, Loss: 0.306
Epoch 4 Batch 209/538 - Train Accuracy: 0.807, Validation Accuracy: 0.767, Loss: 0.281
Epoch 4 Batch 210/538 - Train Accuracy: 0.775, Validation Accuracy: 0.772, Loss: 0.294
Epoch 4 Batch 211/538 - Train Accuracy: 0.778, Validation Accuracy: 0.769, Loss: 0.292
Epoch 4 Batch 212/538 - Train Accuracy: 0.781, Validation Accuracy: 0.770, Loss: 0.294
Epoch 4 Batch 213/538 - Train Accuracy: 0.768, Validation Accuracy: 0.770, Loss: 0.283
Epoch 4 Batch 214/538 - Train Accuracy: 0.776, Validation Accuracy: 0.768, Loss: 0.289
Epoch 4 Batch 215/538 - Train Accuracy: 0.797, Validation Accuracy: 0.770, Loss: 0.286
Epoch 4 Batch 216/538 - Train Accuracy: 0.794, Validation Accuracy: 0.770, Loss: 0.309
Epoch 4 Batch 217/538 - Train Accuracy: 0.810, Validation Accuracy: 0.768, Loss: 0.282
Epoch 4 Batch 218/538 - Train Accuracy: 0.766, Validation Accuracy: 0.771, Loss: 0.292
Epoch 4 Batch 219/538 - Train Accuracy: 0.775, Validation Accuracy: 0.771, Loss: 0.304
Epoch 4 Batch 220/538 - Train Accuracy: 0.768, Validation Accuracy: 0.764, Loss: 0.280
Epoch 4 Batch 221/538 - Train Accuracy: 0.786, Validation Accuracy: 0.764, Loss: 0.272
Epoch 4 Batch 222/538 - Train Accuracy: 0.774, Validation Accuracy: 0.767, Loss: 0.262
Epoch 4 Batch 223/538 - Train Accuracy: 0.783, Validation Accuracy: 0.768, Loss: 0.310
Epoch 4 Batch 224/538 - Train Accuracy: 0.775, Validation Accuracy: 0.768, Loss: 0.320
Epoch 4 Batch 225/538 - Train Accuracy: 0.799, Validation Accuracy: 0.771, Loss: 0.290
Epoch 4 Batch 226/538 - Train Accuracy: 0.796, Validation Accuracy: 0.775, Loss: 0.294
Epoch 4 Batch 227/538 - Train Accuracy: 0.792, Validation Accuracy: 0.773, Loss: 0.274
Epoch 4 Batch 228/538 - Train Accuracy: 0.784, Validation Accuracy: 0.771, Loss: 0.279
Epoch 4 Batch 229/538 - Train Accuracy: 0.789, Validation Accuracy: 0.766, Loss: 0.278
Epoch 4 Batch 230/538 - Train Accuracy: 0.771, Validation Accuracy: 0.766, Loss: 0.287
Epoch 4 Batch 231/538 - Train Accuracy: 0.779, Validation Accuracy: 0.770, Loss: 0.300
Epoch 4 Batch 232/538 - Train Accuracy: 0.773, Validation Accuracy: 0.772, Loss: 0.296
Epoch 4 Batch 233/538 - Train Accuracy: 0.826, Validation Accuracy: 0.768, Loss: 0.286
Epoch 4 Batch 234/538 - Train Accuracy: 0.766, Validation Accuracy: 0.768, Loss: 0.285
Epoch 4 Batch 235/538 - Train Accuracy: 0.801, Validation Accuracy: 0.772, Loss: 0.281
Epoch 4 Batch 236/538 - Train Accuracy: 0.784, Validation Accuracy: 0.771, Loss: 0.305
Epoch 4 Batch 237/538 - Train Accuracy: 0.801, Validation Accuracy: 0.774, Loss: 0.272
Epoch 4 Batch 238/538 - Train Accuracy: 0.828, Validation Accuracy: 0.769, Loss: 0.266
Epoch 4 Batch 239/538 - Train Accuracy: 0.790, Validation Accuracy: 0.771, Loss: 0.290
Epoch 4 Batch 240/538 - Train Accuracy: 0.769, Validation Accuracy: 0.766, Loss: 0.307
Epoch 4 Batch 241/538 - Train Accuracy: 0.781, Validation Accuracy: 0.774, Loss: 0.302
Epoch 4 Batch 242/538 - Train Accuracy: 0.809, Validation Accuracy: 0.775, Loss: 0.282
Epoch 4 Batch 243/538 - Train Accuracy: 0.777, Validation Accuracy: 0.776, Loss: 0.290
Epoch 4 Batch 244/538 - Train Accuracy: 0.801, Validation Accuracy: 0.780, Loss: 0.269
Epoch 4 Batch 245/538 - Train Accuracy: 0.779, Validation Accuracy: 0.778, Loss: 0.294
Epoch 4 Batch 246/538 - Train Accuracy: 0.809, Validation Accuracy: 0.773, Loss: 0.259
Epoch 4 Batch 247/538 - Train Accuracy: 0.773, Validation Accuracy: 0.774, Loss: 0.276
Epoch 4 Batch 248/538 - Train Accuracy: 0.798, Validation Accuracy: 0.775, Loss: 0.304
Epoch 4 Batch 249/538 - Train Accuracy: 0.797, Validation Accuracy: 0.777, Loss: 0.261
Epoch 4 Batch 250/538 - Train Accuracy: 0.808, Validation Accuracy: 0.777, Loss: 0.278
Epoch 4 Batch 251/538 - Train Accuracy: 0.782, Validation Accuracy: 0.774, Loss: 0.284
Epoch 4 Batch 252/538 - Train Accuracy: 0.802, Validation Accuracy: 0.775, Loss: 0.258
Epoch 4 Batch 253/538 - Train Accuracy: 0.771, Validation Accuracy: 0.771, Loss: 0.272
Epoch 4 Batch 254/538 - Train Accuracy: 0.781, Validation Accuracy: 0.773, Loss: 0.288
Epoch 4 Batch 255/538 - Train Accuracy: 0.781, Validation Accuracy: 0.773, Loss: 0.270
Epoch 4 Batch 256/538 - Train Accuracy: 0.770, Validation Accuracy: 0.777, Loss: 0.293
Epoch 4 Batch 257/538 - Train Accuracy: 0.810, Validation Accuracy: 0.772, Loss: 0.271
Epoch 4 Batch 258/538 - Train Accuracy: 0.801, Validation Accuracy: 0.771, Loss: 0.266
Epoch 4 Batch 259/538 - Train Accuracy: 0.824, Validation Accuracy: 0.773, Loss: 0.259
Epoch 4 Batch 260/538 - Train Accuracy: 0.791, Validation Accuracy: 0.768, Loss: 0.290
Epoch 4 Batch 261/538 - Train Accuracy: 0.795, Validation Accuracy: 0.768, Loss: 0.281
Epoch 4 Batch 262/538 - Train Accuracy: 0.818, Validation Accuracy: 0.768, Loss: 0.276
Epoch 4 Batch 263/538 - Train Accuracy: 0.797, Validation Accuracy: 0.771, Loss: 0.279
Epoch 4 Batch 264/538 - Train Accuracy: 0.772, Validation Accuracy: 0.773, Loss: 0.287
Epoch 4 Batch 265/538 - Train Accuracy: 0.744, Validation Accuracy: 0.776, Loss: 0.299
Epoch 4 Batch 266/538 - Train Accuracy: 0.801, Validation Accuracy: 0.779, Loss: 0.276
Epoch 4 Batch 267/538 - Train Accuracy: 0.816, Validation Accuracy: 0.777, Loss: 0.277
Epoch 4 Batch 268/538 - Train Accuracy: 0.799, Validation Accuracy: 0.782, Loss: 0.270
Epoch 4 Batch 269/538 - Train Accuracy: 0.797, Validation Accuracy: 0.779, Loss: 0.275
Epoch 4 Batch 270/538 - Train Accuracy: 0.787, Validation Accuracy: 0.767, Loss: 0.279
Epoch 4 Batch 271/538 - Train Accuracy: 0.793, Validation Accuracy: 0.769, Loss: 0.283
Epoch 4 Batch 272/538 - Train Accuracy: 0.786, Validation Accuracy: 0.765, Loss: 0.307
Epoch 4 Batch 273/538 - Train Accuracy: 0.777, Validation Accuracy: 0.767, Loss: 0.290
Epoch 4 Batch 274/538 - Train Accuracy: 0.751, Validation Accuracy: 0.768, Loss: 0.303
Epoch 4 Batch 275/538 - Train Accuracy: 0.790, Validation Accuracy: 0.767, Loss: 0.298
Epoch 4 Batch 276/538 - Train Accuracy: 0.789, Validation Accuracy: 0.769, Loss: 0.296
Epoch 4 Batch 277/538 - Train Accuracy: 0.775, Validation Accuracy: 0.770, Loss: 0.280
Epoch 4 Batch 278/538 - Train Accuracy: 0.796, Validation Accuracy: 0.772, Loss: 0.275
Epoch 4 Batch 279/538 - Train Accuracy: 0.796, Validation Accuracy: 0.771, Loss: 0.280
Epoch 4 Batch 280/538 - Train Accuracy: 0.825, Validation Accuracy: 0.766, Loss: 0.257
Epoch 4 Batch 281/538 - Train Accuracy: 0.785, Validation Accuracy: 0.772, Loss: 0.286
Epoch 4 Batch 282/538 - Train Accuracy: 0.788, Validation Accuracy: 0.775, Loss: 0.294
Epoch 4 Batch 283/538 - Train Accuracy: 0.799, Validation Accuracy: 0.774, Loss: 0.289
Epoch 4 Batch 284/538 - Train Accuracy: 0.787, Validation Accuracy: 0.774, Loss: 0.288
Epoch 4 Batch 285/538 - Train Accuracy: 0.809, Validation Accuracy: 0.776, Loss: 0.253
Epoch 4 Batch 286/538 - Train Accuracy: 0.769, Validation Accuracy: 0.773, Loss: 0.292
Epoch 4 Batch 287/538 - Train Accuracy: 0.799, Validation Accuracy: 0.771, Loss: 0.276
Epoch 4 Batch 288/538 - Train Accuracy: 0.771, Validation Accuracy: 0.767, Loss: 0.300
Epoch 4 Batch 289/538 - Train Accuracy: 0.802, Validation Accuracy: 0.767, Loss: 0.253
Epoch 4 Batch 290/538 - Train Accuracy: 0.765, Validation Accuracy: 0.773, Loss: 0.271
Epoch 4 Batch 291/538 - Train Accuracy: 0.774, Validation Accuracy: 0.779, Loss: 0.284
Epoch 4 Batch 292/538 - Train Accuracy: 0.820, Validation Accuracy: 0.778, Loss: 0.255
Epoch 4 Batch 293/538 - Train Accuracy: 0.802, Validation Accuracy: 0.778, Loss: 0.264
Epoch 4 Batch 294/538 - Train Accuracy: 0.773, Validation Accuracy: 0.780, Loss: 0.285
Epoch 4 Batch 295/538 - Train Accuracy: 0.826, Validation Accuracy: 0.783, Loss: 0.257
Epoch 4 Batch 296/538 - Train Accuracy: 0.781, Validation Accuracy: 0.778, Loss: 0.288
Epoch 4 Batch 297/538 - Train Accuracy: 0.773, Validation Accuracy: 0.775, Loss: 0.297
Epoch 4 Batch 298/538 - Train Accuracy: 0.777, Validation Accuracy: 0.783, Loss: 0.278
Epoch 4 Batch 299/538 - Train Accuracy: 0.786, Validation Accuracy: 0.782, Loss: 0.299
Epoch 4 Batch 300/538 - Train Accuracy: 0.797, Validation Accuracy: 0.775, Loss: 0.280
Epoch 4 Batch 301/538 - Train Accuracy: 0.786, Validation Accuracy: 0.776, Loss: 0.274
Epoch 4 Batch 302/538 - Train Accuracy: 0.808, Validation Accuracy: 0.778, Loss: 0.276
Epoch 4 Batch 303/538 - Train Accuracy: 0.818, Validation Accuracy: 0.780, Loss: 0.259
Epoch 4 Batch 304/538 - Train Accuracy: 0.779, Validation Accuracy: 0.779, Loss: 0.284
Epoch 4 Batch 305/538 - Train Accuracy: 0.810, Validation Accuracy: 0.781, Loss: 0.261
Epoch 4 Batch 306/538 - Train Accuracy: 0.803, Validation Accuracy: 0.779, Loss: 0.274
Epoch 4 Batch 307/538 - Train Accuracy: 0.798, Validation Accuracy: 0.787, Loss: 0.269
Epoch 4 Batch 308/538 - Train Accuracy: 0.796, Validation Accuracy: 0.790, Loss: 0.281
Epoch 4 Batch 309/538 - Train Accuracy: 0.792, Validation Accuracy: 0.786, Loss: 0.276
Epoch 4 Batch 310/538 - Train Accuracy: 0.801, Validation Accuracy: 0.787, Loss: 0.284
Epoch 4 Batch 311/538 - Train Accuracy: 0.786, Validation Accuracy: 0.783, Loss: 0.275
Epoch 4 Batch 312/538 - Train Accuracy: 0.805, Validation Accuracy: 0.783, Loss: 0.256
Epoch 4 Batch 313/538 - Train Accuracy: 0.799, Validation Accuracy: 0.783, Loss: 0.281
Epoch 4 Batch 314/538 - Train Accuracy: 0.801, Validation Accuracy: 0.777, Loss: 0.269
Epoch 4 Batch 315/538 - Train Accuracy: 0.802, Validation Accuracy: 0.780, Loss: 0.271
Epoch 4 Batch 316/538 - Train Accuracy: 0.798, Validation Accuracy: 0.771, Loss: 0.260
Epoch 4 Batch 317/538 - Train Accuracy: 0.773, Validation Accuracy: 0.777, Loss: 0.293
Epoch 4 Batch 318/538 - Train Accuracy: 0.802, Validation Accuracy: 0.778, Loss: 0.277
Epoch 4 Batch 319/538 - Train Accuracy: 0.817, Validation Accuracy: 0.782, Loss: 0.266
Epoch 4 Batch 320/538 - Train Accuracy: 0.800, Validation Accuracy: 0.784, Loss: 0.271
Epoch 4 Batch 321/538 - Train Accuracy: 0.804, Validation Accuracy: 0.783, Loss: 0.259
Epoch 4 Batch 322/538 - Train Accuracy: 0.804, Validation Accuracy: 0.787, Loss: 0.269
Epoch 4 Batch 323/538 - Train Accuracy: 0.813, Validation Accuracy: 0.785, Loss: 0.257
Epoch 4 Batch 324/538 - Train Accuracy: 0.789, Validation Accuracy: 0.779, Loss: 0.286
Epoch 4 Batch 325/538 - Train Accuracy: 0.801, Validation Accuracy: 0.782, Loss: 0.259
Epoch 4 Batch 326/538 - Train Accuracy: 0.800, Validation Accuracy: 0.785, Loss: 0.271
Epoch 4 Batch 327/538 - Train Accuracy: 0.788, Validation Accuracy: 0.779, Loss: 0.281
Epoch 4 Batch 328/538 - Train Accuracy: 0.809, Validation Accuracy: 0.779, Loss: 0.255
Epoch 4 Batch 329/538 - Train Accuracy: 0.815, Validation Accuracy: 0.782, Loss: 0.273
Epoch 4 Batch 330/538 - Train Accuracy: 0.804, Validation Accuracy: 0.782, Loss: 0.259
Epoch 4 Batch 331/538 - Train Accuracy: 0.797, Validation Accuracy: 0.782, Loss: 0.269
Epoch 4 Batch 332/538 - Train Accuracy: 0.776, Validation Accuracy: 0.784, Loss: 0.279
Epoch 4 Batch 333/538 - Train Accuracy: 0.795, Validation Accuracy: 0.778, Loss: 0.272
Epoch 4 Batch 334/538 - Train Accuracy: 0.824, Validation Accuracy: 0.781, Loss: 0.258
Epoch 4 Batch 335/538 - Train Accuracy: 0.800, Validation Accuracy: 0.786, Loss: 0.278
Epoch 4 Batch 336/538 - Train Accuracy: 0.803, Validation Accuracy: 0.781, Loss: 0.274
Epoch 4 Batch 337/538 - Train Accuracy: 0.806, Validation Accuracy: 0.781, Loss: 0.278
Epoch 4 Batch 338/538 - Train Accuracy: 0.783, Validation Accuracy: 0.778, Loss: 0.278
Epoch 4 Batch 339/538 - Train Accuracy: 0.791, Validation Accuracy: 0.781, Loss: 0.259
Epoch 4 Batch 340/538 - Train Accuracy: 0.793, Validation Accuracy: 0.781, Loss: 0.288
Epoch 4 Batch 341/538 - Train Accuracy: 0.816, Validation Accuracy: 0.778, Loss: 0.267
Epoch 4 Batch 342/538 - Train Accuracy: 0.798, Validation Accuracy: 0.778, Loss: 0.261
Epoch 4 Batch 343/538 - Train Accuracy: 0.813, Validation Accuracy: 0.778, Loss: 0.276
Epoch 4 Batch 344/538 - Train Accuracy: 0.820, Validation Accuracy: 0.783, Loss: 0.260
Epoch 4 Batch 345/538 - Train Accuracy: 0.818, Validation Accuracy: 0.779, Loss: 0.272
Epoch 4 Batch 346/538 - Train Accuracy: 0.809, Validation Accuracy: 0.782, Loss: 0.279
Epoch 4 Batch 347/538 - Train Accuracy: 0.787, Validation Accuracy: 0.781, Loss: 0.279
Epoch 4 Batch 348/538 - Train Accuracy: 0.790, Validation Accuracy: 0.779, Loss: 0.251
Epoch 4 Batch 349/538 - Train Accuracy: 0.799, Validation Accuracy: 0.778, Loss: 0.263
Epoch 4 Batch 350/538 - Train Accuracy: 0.791, Validation Accuracy: 0.785, Loss: 0.294
Epoch 4 Batch 351/538 - Train Accuracy: 0.812, Validation Accuracy: 0.785, Loss: 0.275
Epoch 4 Batch 352/538 - Train Accuracy: 0.821, Validation Accuracy: 0.782, Loss: 0.283
Epoch 4 Batch 353/538 - Train Accuracy: 0.795, Validation Accuracy: 0.789, Loss: 0.276
Epoch 4 Batch 354/538 - Train Accuracy: 0.782, Validation Accuracy: 0.781, Loss: 0.286
Epoch 4 Batch 355/538 - Train Accuracy: 0.807, Validation Accuracy: 0.786, Loss: 0.292
Epoch 4 Batch 356/538 - Train Accuracy: 0.816, Validation Accuracy: 0.786, Loss: 0.261
Epoch 4 Batch 357/538 - Train Accuracy: 0.816, Validation Accuracy: 0.787, Loss: 0.265
Epoch 4 Batch 358/538 - Train Accuracy: 0.816, Validation Accuracy: 0.792, Loss: 0.269
Epoch 4 Batch 359/538 - Train Accuracy: 0.812, Validation Accuracy: 0.786, Loss: 0.272
Epoch 4 Batch 360/538 - Train Accuracy: 0.780, Validation Accuracy: 0.787, Loss: 0.273
Epoch 4 Batch 361/538 - Train Accuracy: 0.805, Validation Accuracy: 0.787, Loss: 0.265
Epoch 4 Batch 362/538 - Train Accuracy: 0.826, Validation Accuracy: 0.788, Loss: 0.232
Epoch 4 Batch 363/538 - Train Accuracy: 0.803, Validation Accuracy: 0.791, Loss: 0.263
Epoch 4 Batch 364/538 - Train Accuracy: 0.787, Validation Accuracy: 0.791, Loss: 0.296
Epoch 4 Batch 365/538 - Train Accuracy: 0.786, Validation Accuracy: 0.787, Loss: 0.274
Epoch 4 Batch 366/538 - Train Accuracy: 0.819, Validation Accuracy: 0.783, Loss: 0.278
Epoch 4 Batch 367/538 - Train Accuracy: 0.817, Validation Accuracy: 0.785, Loss: 0.259
Epoch 4 Batch 368/538 - Train Accuracy: 0.813, Validation Accuracy: 0.785, Loss: 0.248
Epoch 4 Batch 369/538 - Train Accuracy: 0.805, Validation Accuracy: 0.785, Loss: 0.256
Epoch 4 Batch 370/538 - Train Accuracy: 0.799, Validation Accuracy: 0.786, Loss: 0.277
Epoch 4 Batch 371/538 - Train Accuracy: 0.795, Validation Accuracy: 0.782, Loss: 0.262
Epoch 4 Batch 372/538 - Train Accuracy: 0.815, Validation Accuracy: 0.781, Loss: 0.269
Epoch 4 Batch 373/538 - Train Accuracy: 0.791, Validation Accuracy: 0.779, Loss: 0.254
Epoch 4 Batch 374/538 - Train Accuracy: 0.803, Validation Accuracy: 0.783, Loss: 0.267
Epoch 4 Batch 375/538 - Train Accuracy: 0.798, Validation Accuracy: 0.773, Loss: 0.256
Epoch 4 Batch 376/538 - Train Accuracy: 0.790, Validation Accuracy: 0.767, Loss: 0.289
Epoch 4 Batch 377/538 - Train Accuracy: 0.792, Validation Accuracy: 0.766, Loss: 0.264
Epoch 4 Batch 378/538 - Train Accuracy: 0.807, Validation Accuracy: 0.771, Loss: 0.267
Epoch 4 Batch 379/538 - Train Accuracy: 0.821, Validation Accuracy: 0.777, Loss: 0.266
Epoch 4 Batch 380/538 - Train Accuracy: 0.796, Validation Accuracy: 0.782, Loss: 0.261
Epoch 4 Batch 381/538 - Train Accuracy: 0.815, Validation Accuracy: 0.786, Loss: 0.260
Epoch 4 Batch 382/538 - Train Accuracy: 0.792, Validation Accuracy: 0.780, Loss: 0.261
Epoch 4 Batch 383/538 - Train Accuracy: 0.802, Validation Accuracy: 0.783, Loss: 0.266
Epoch 4 Batch 384/538 - Train Accuracy: 0.819, Validation Accuracy: 0.789, Loss: 0.267
Epoch 4 Batch 385/538 - Train Accuracy: 0.787, Validation Accuracy: 0.790, Loss: 0.272
Epoch 4 Batch 386/538 - Train Accuracy: 0.794, Validation Accuracy: 0.786, Loss: 0.275
Epoch 4 Batch 387/538 - Train Accuracy: 0.796, Validation Accuracy: 0.792, Loss: 0.265
Epoch 4 Batch 388/538 - Train Accuracy: 0.811, Validation Accuracy: 0.793, Loss: 0.272
Epoch 4 Batch 389/538 - Train Accuracy: 0.798, Validation Accuracy: 0.793, Loss: 0.283
Epoch 4 Batch 390/538 - Train Accuracy: 0.824, Validation Accuracy: 0.792, Loss: 0.251
Epoch 4 Batch 391/538 - Train Accuracy: 0.789, Validation Accuracy: 0.791, Loss: 0.260
Epoch 4 Batch 392/538 - Train Accuracy: 0.804, Validation Accuracy: 0.792, Loss: 0.246
Epoch 4 Batch 393/538 - Train Accuracy: 0.821, Validation Accuracy: 0.786, Loss: 0.261
Epoch 4 Batch 394/538 - Train Accuracy: 0.762, Validation Accuracy: 0.778, Loss: 0.273
Epoch 4 Batch 395/538 - Train Accuracy: 0.787, Validation Accuracy: 0.776, Loss: 0.279
Epoch 4 Batch 396/538 - Train Accuracy: 0.774, Validation Accuracy: 0.781, Loss: 0.280
Epoch 4 Batch 397/538 - Train Accuracy: 0.819, Validation Accuracy: 0.781, Loss: 0.270
Epoch 4 Batch 398/538 - Train Accuracy: 0.792, Validation Accuracy: 0.788, Loss: 0.276
Epoch 4 Batch 399/538 - Train Accuracy: 0.788, Validation Accuracy: 0.790, Loss: 0.290
Epoch 4 Batch 400/538 - Train Accuracy: 0.796, Validation Accuracy: 0.790, Loss: 0.270
Epoch 4 Batch 401/538 - Train Accuracy: 0.818, Validation Accuracy: 0.785, Loss: 0.270
Epoch 4 Batch 402/538 - Train Accuracy: 0.787, Validation Accuracy: 0.781, Loss: 0.279
Epoch 4 Batch 403/538 - Train Accuracy: 0.813, Validation Accuracy: 0.778, Loss: 0.284
Epoch 4 Batch 404/538 - Train Accuracy: 0.796, Validation Accuracy: 0.776, Loss: 0.264
Epoch 4 Batch 405/538 - Train Accuracy: 0.793, Validation Accuracy: 0.778, Loss: 0.252
Epoch 4 Batch 406/538 - Train Accuracy: 0.822, Validation Accuracy: 0.775, Loss: 0.278
Epoch 4 Batch 407/538 - Train Accuracy: 0.821, Validation Accuracy: 0.767, Loss: 0.276
Epoch 4 Batch 408/538 - Train Accuracy: 0.779, Validation Accuracy: 0.770, Loss: 0.277
Epoch 4 Batch 409/538 - Train Accuracy: 0.779, Validation Accuracy: 0.776, Loss: 0.278
Epoch 4 Batch 410/538 - Train Accuracy: 0.803, Validation Accuracy: 0.783, Loss: 0.288
Epoch 4 Batch 411/538 - Train Accuracy: 0.819, Validation Accuracy: 0.782, Loss: 0.253
Epoch 4 Batch 412/538 - Train Accuracy: 0.808, Validation Accuracy: 0.779, Loss: 0.254
Epoch 4 Batch 413/538 - Train Accuracy: 0.774, Validation Accuracy: 0.786, Loss: 0.273
Epoch 4 Batch 414/538 - Train Accuracy: 0.780, Validation Accuracy: 0.771, Loss: 0.277
Epoch 4 Batch 415/538 - Train Accuracy: 0.795, Validation Accuracy: 0.777, Loss: 0.283
Epoch 4 Batch 416/538 - Train Accuracy: 0.816, Validation Accuracy: 0.783, Loss: 0.254
Epoch 4 Batch 417/538 - Train Accuracy: 0.810, Validation Accuracy: 0.786, Loss: 0.266
Epoch 4 Batch 418/538 - Train Accuracy: 0.810, Validation Accuracy: 0.784, Loss: 0.278
Epoch 4 Batch 419/538 - Train Accuracy: 0.808, Validation Accuracy: 0.787, Loss: 0.254
Epoch 4 Batch 420/538 - Train Accuracy: 0.812, Validation Accuracy: 0.789, Loss: 0.268
Epoch 4 Batch 421/538 - Train Accuracy: 0.793, Validation Accuracy: 0.787, Loss: 0.251
Epoch 4 Batch 422/538 - Train Accuracy: 0.805, Validation Accuracy: 0.783, Loss: 0.258
Epoch 4 Batch 423/538 - Train Accuracy: 0.838, Validation Accuracy: 0.799, Loss: 0.263
Epoch 4 Batch 424/538 - Train Accuracy: 0.773, Validation Accuracy: 0.793, Loss: 0.266
Epoch 4 Batch 425/538 - Train Accuracy: 0.803, Validation Accuracy: 0.789, Loss: 0.276
Epoch 4 Batch 426/538 - Train Accuracy: 0.800, Validation Accuracy: 0.786, Loss: 0.259
Epoch 4 Batch 427/538 - Train Accuracy: 0.794, Validation Accuracy: 0.778, Loss: 0.276
Epoch 4 Batch 428/538 - Train Accuracy: 0.808, Validation Accuracy: 0.777, Loss: 0.261
Epoch 4 Batch 429/538 - Train Accuracy: 0.793, Validation Accuracy: 0.774, Loss: 0.281
Epoch 4 Batch 430/538 - Train Accuracy: 0.823, Validation Accuracy: 0.777, Loss: 0.267
Epoch 4 Batch 431/538 - Train Accuracy: 0.799, Validation Accuracy: 0.773, Loss: 0.257
Epoch 4 Batch 432/538 - Train Accuracy: 0.814, Validation Accuracy: 0.775, Loss: 0.248
Epoch 4 Batch 433/538 - Train Accuracy: 0.820, Validation Accuracy: 0.778, Loss: 0.285
Epoch 4 Batch 434/538 - Train Accuracy: 0.775, Validation Accuracy: 0.773, Loss: 0.268
Epoch 4 Batch 435/538 - Train Accuracy: 0.806, Validation Accuracy: 0.777, Loss: 0.264
Epoch 4 Batch 436/538 - Train Accuracy: 0.775, Validation Accuracy: 0.782, Loss: 0.278
Epoch 4 Batch 437/538 - Train Accuracy: 0.787, Validation Accuracy: 0.776, Loss: 0.272
Epoch 4 Batch 438/538 - Train Accuracy: 0.810, Validation Accuracy: 0.778, Loss: 0.247
Epoch 4 Batch 439/538 - Train Accuracy: 0.816, Validation Accuracy: 0.778, Loss: 0.248
Epoch 4 Batch 440/538 - Train Accuracy: 0.800, Validation Accuracy: 0.775, Loss: 0.274
Epoch 4 Batch 441/538 - Train Accuracy: 0.762, Validation Accuracy: 0.786, Loss: 0.275
Epoch 4 Batch 442/538 - Train Accuracy: 0.816, Validation Accuracy: 0.790, Loss: 0.226
Epoch 4 Batch 443/538 - Train Accuracy: 0.820, Validation Accuracy: 0.791, Loss: 0.265
Epoch 4 Batch 444/538 - Train Accuracy: 0.842, Validation Accuracy: 0.789, Loss: 0.237
Epoch 4 Batch 445/538 - Train Accuracy: 0.835, Validation Accuracy: 0.793, Loss: 0.251
Epoch 4 Batch 446/538 - Train Accuracy: 0.820, Validation Accuracy: 0.794, Loss: 0.261
Epoch 4 Batch 447/538 - Train Accuracy: 0.778, Validation Accuracy: 0.793, Loss: 0.270
Epoch 4 Batch 448/538 - Train Accuracy: 0.801, Validation Accuracy: 0.789, Loss: 0.252
Epoch 4 Batch 449/538 - Train Accuracy: 0.805, Validation Accuracy: 0.786, Loss: 0.266
Epoch 4 Batch 450/538 - Train Accuracy: 0.805, Validation Accuracy: 0.788, Loss: 0.276
Epoch 4 Batch 451/538 - Train Accuracy: 0.805, Validation Accuracy: 0.791, Loss: 0.261
Epoch 4 Batch 452/538 - Train Accuracy: 0.817, Validation Accuracy: 0.795, Loss: 0.251
Epoch 4 Batch 453/538 - Train Accuracy: 0.803, Validation Accuracy: 0.792, Loss: 0.271
Epoch 4 Batch 454/538 - Train Accuracy: 0.800, Validation Accuracy: 0.786, Loss: 0.257
Epoch 4 Batch 455/538 - Train Accuracy: 0.811, Validation Accuracy: 0.784, Loss: 0.238
Epoch 4 Batch 456/538 - Train Accuracy: 0.832, Validation Accuracy: 0.784, Loss: 0.255
Epoch 4 Batch 457/538 - Train Accuracy: 0.765, Validation Accuracy: 0.785, Loss: 0.287
Epoch 4 Batch 458/538 - Train Accuracy: 0.800, Validation Accuracy: 0.786, Loss: 0.251
Epoch 4 Batch 459/538 - Train Accuracy: 0.816, Validation Accuracy: 0.791, Loss: 0.251
Epoch 4 Batch 460/538 - Train Accuracy: 0.773, Validation Accuracy: 0.796, Loss: 0.267
Epoch 4 Batch 461/538 - Train Accuracy: 0.793, Validation Accuracy: 0.797, Loss: 0.283
Epoch 4 Batch 462/538 - Train Accuracy: 0.800, Validation Accuracy: 0.798, Loss: 0.256
Epoch 4 Batch 463/538 - Train Accuracy: 0.822, Validation Accuracy: 0.796, Loss: 0.277
Epoch 4 Batch 464/538 - Train Accuracy: 0.807, Validation Accuracy: 0.795, Loss: 0.271
Epoch 4 Batch 465/538 - Train Accuracy: 0.813, Validation Accuracy: 0.802, Loss: 0.246
Epoch 4 Batch 466/538 - Train Accuracy: 0.797, Validation Accuracy: 0.800, Loss: 0.269
Epoch 4 Batch 467/538 - Train Accuracy: 0.799, Validation Accuracy: 0.792, Loss: 0.275
Epoch 4 Batch 468/538 - Train Accuracy: 0.826, Validation Accuracy: 0.796, Loss: 0.278
Epoch 4 Batch 469/538 - Train Accuracy: 0.799, Validation Accuracy: 0.785, Loss: 0.261
Epoch 4 Batch 470/538 - Train Accuracy: 0.818, Validation Accuracy: 0.784, Loss: 0.256
Epoch 4 Batch 471/538 - Train Accuracy: 0.797, Validation Accuracy: 0.778, Loss: 0.262
Epoch 4 Batch 472/538 - Train Accuracy: 0.826, Validation Accuracy: 0.788, Loss: 0.247
Epoch 4 Batch 473/538 - Train Accuracy: 0.791, Validation Accuracy: 0.787, Loss: 0.260
Epoch 4 Batch 474/538 - Train Accuracy: 0.822, Validation Accuracy: 0.792, Loss: 0.244
Epoch 4 Batch 475/538 - Train Accuracy: 0.816, Validation Accuracy: 0.789, Loss: 0.244
Epoch 4 Batch 476/538 - Train Accuracy: 0.788, Validation Accuracy: 0.795, Loss: 0.256
Epoch 4 Batch 477/538 - Train Accuracy: 0.803, Validation Accuracy: 0.801, Loss: 0.267
Epoch 4 Batch 478/538 - Train Accuracy: 0.836, Validation Accuracy: 0.801, Loss: 0.241
Epoch 4 Batch 479/538 - Train Accuracy: 0.828, Validation Accuracy: 0.805, Loss: 0.246
Epoch 4 Batch 480/538 - Train Accuracy: 0.820, Validation Accuracy: 0.805, Loss: 0.246
Epoch 4 Batch 481/538 - Train Accuracy: 0.839, Validation Accuracy: 0.807, Loss: 0.259
Epoch 4 Batch 482/538 - Train Accuracy: 0.822, Validation Accuracy: 0.806, Loss: 0.241
Epoch 4 Batch 483/538 - Train Accuracy: 0.777, Validation Accuracy: 0.805, Loss: 0.273
Epoch 4 Batch 484/538 - Train Accuracy: 0.824, Validation Accuracy: 0.805, Loss: 0.271
Epoch 4 Batch 485/538 - Train Accuracy: 0.819, Validation Accuracy: 0.807, Loss: 0.251
Epoch 4 Batch 486/538 - Train Accuracy: 0.823, Validation Accuracy: 0.806, Loss: 0.243
Epoch 4 Batch 487/538 - Train Accuracy: 0.800, Validation Accuracy: 0.805, Loss: 0.244
Epoch 4 Batch 488/538 - Train Accuracy: 0.824, Validation Accuracy: 0.796, Loss: 0.257
Epoch 4 Batch 489/538 - Train Accuracy: 0.779, Validation Accuracy: 0.790, Loss: 0.261
Epoch 4 Batch 490/538 - Train Accuracy: 0.802, Validation Accuracy: 0.790, Loss: 0.251
Epoch 4 Batch 491/538 - Train Accuracy: 0.773, Validation Accuracy: 0.786, Loss: 0.266
Epoch 4 Batch 492/538 - Train Accuracy: 0.804, Validation Accuracy: 0.787, Loss: 0.269
Epoch 4 Batch 493/538 - Train Accuracy: 0.790, Validation Accuracy: 0.792, Loss: 0.252
Epoch 4 Batch 494/538 - Train Accuracy: 0.807, Validation Accuracy: 0.799, Loss: 0.269
Epoch 4 Batch 495/538 - Train Accuracy: 0.805, Validation Accuracy: 0.793, Loss: 0.261
Epoch 4 Batch 496/538 - Train Accuracy: 0.798, Validation Accuracy: 0.796, Loss: 0.244
Epoch 4 Batch 497/538 - Train Accuracy: 0.810, Validation Accuracy: 0.793, Loss: 0.253
Epoch 4 Batch 498/538 - Train Accuracy: 0.787, Validation Accuracy: 0.791, Loss: 0.251
Epoch 4 Batch 499/538 - Train Accuracy: 0.818, Validation Accuracy: 0.790, Loss: 0.255
Epoch 4 Batch 500/538 - Train Accuracy: 0.824, Validation Accuracy: 0.787, Loss: 0.227
Epoch 4 Batch 501/538 - Train Accuracy: 0.833, Validation Accuracy: 0.786, Loss: 0.250
Epoch 4 Batch 502/538 - Train Accuracy: 0.804, Validation Accuracy: 0.783, Loss: 0.257
Epoch 4 Batch 503/538 - Train Accuracy: 0.826, Validation Accuracy: 0.782, Loss: 0.251
Epoch 4 Batch 504/538 - Train Accuracy: 0.807, Validation Accuracy: 0.781, Loss: 0.242
Epoch 4 Batch 505/538 - Train Accuracy: 0.799, Validation Accuracy: 0.789, Loss: 0.244
Epoch 4 Batch 506/538 - Train Accuracy: 0.820, Validation Accuracy: 0.788, Loss: 0.251
Epoch 4 Batch 507/538 - Train Accuracy: 0.765, Validation Accuracy: 0.783, Loss: 0.278
Epoch 4 Batch 508/538 - Train Accuracy: 0.788, Validation Accuracy: 0.787, Loss: 0.255
Epoch 4 Batch 509/538 - Train Accuracy: 0.804, Validation Accuracy: 0.788, Loss: 0.266
Epoch 4 Batch 510/538 - Train Accuracy: 0.813, Validation Accuracy: 0.789, Loss: 0.246
Epoch 4 Batch 511/538 - Train Accuracy: 0.820, Validation Accuracy: 0.789, Loss: 0.252
Epoch 4 Batch 512/538 - Train Accuracy: 0.820, Validation Accuracy: 0.790, Loss: 0.265
Epoch 4 Batch 513/538 - Train Accuracy: 0.799, Validation Accuracy: 0.796, Loss: 0.253
Epoch 4 Batch 514/538 - Train Accuracy: 0.799, Validation Accuracy: 0.794, Loss: 0.253
Epoch 4 Batch 515/538 - Train Accuracy: 0.808, Validation Accuracy: 0.795, Loss: 0.265
Epoch 4 Batch 516/538 - Train Accuracy: 0.803, Validation Accuracy: 0.797, Loss: 0.257
Epoch 4 Batch 517/538 - Train Accuracy: 0.839, Validation Accuracy: 0.796, Loss: 0.231
Epoch 4 Batch 518/538 - Train Accuracy: 0.799, Validation Accuracy: 0.794, Loss: 0.264
Epoch 4 Batch 519/538 - Train Accuracy: 0.834, Validation Accuracy: 0.796, Loss: 0.240
Epoch 4 Batch 520/538 - Train Accuracy: 0.812, Validation Accuracy: 0.797, Loss: 0.249
Epoch 4 Batch 521/538 - Train Accuracy: 0.801, Validation Accuracy: 0.795, Loss: 0.274
Epoch 4 Batch 522/538 - Train Accuracy: 0.800, Validation Accuracy: 0.791, Loss: 0.256
Epoch 4 Batch 523/538 - Train Accuracy: 0.795, Validation Accuracy: 0.785, Loss: 0.260
Epoch 4 Batch 524/538 - Train Accuracy: 0.791, Validation Accuracy: 0.786, Loss: 0.265
Epoch 4 Batch 525/538 - Train Accuracy: 0.837, Validation Accuracy: 0.792, Loss: 0.234
Epoch 4 Batch 526/538 - Train Accuracy: 0.808, Validation Accuracy: 0.791, Loss: 0.250
Epoch 4 Batch 527/538 - Train Accuracy: 0.838, Validation Accuracy: 0.802, Loss: 0.253
Epoch 4 Batch 528/538 - Train Accuracy: 0.800, Validation Accuracy: 0.804, Loss: 0.282
Epoch 4 Batch 529/538 - Train Accuracy: 0.785, Validation Accuracy: 0.800, Loss: 0.258
Epoch 4 Batch 530/538 - Train Accuracy: 0.807, Validation Accuracy: 0.798, Loss: 0.268
Epoch 4 Batch 531/538 - Train Accuracy: 0.808, Validation Accuracy: 0.801, Loss: 0.252
Epoch 4 Batch 532/538 - Train Accuracy: 0.805, Validation Accuracy: 0.791, Loss: 0.253
Epoch 4 Batch 533/538 - Train Accuracy: 0.817, Validation Accuracy: 0.787, Loss: 0.257
Epoch 4 Batch 534/538 - Train Accuracy: 0.783, Validation Accuracy: 0.786, Loss: 0.228
Epoch 4 Batch 535/538 - Train Accuracy: 0.796, Validation Accuracy: 0.783, Loss: 0.243
Epoch 4 Batch 536/538 - Train Accuracy: 0.833, Validation Accuracy: 0.787, Loss: 0.269
Epoch 5 Batch 0/538 - Train Accuracy: 0.812, Validation Accuracy: 0.791, Loss: 0.255
Epoch 5 Batch 1/538 - Train Accuracy: 0.820, Validation Accuracy: 0.793, Loss: 0.244
Epoch 5 Batch 2/538 - Train Accuracy: 0.796, Validation Accuracy: 0.793, Loss: 0.260
Epoch 5 Batch 3/538 - Train Accuracy: 0.803, Validation Accuracy: 0.790, Loss: 0.251
Epoch 5 Batch 4/538 - Train Accuracy: 0.820, Validation Accuracy: 0.790, Loss: 0.257
Epoch 5 Batch 5/538 - Train Accuracy: 0.798, Validation Accuracy: 0.787, Loss: 0.256
Epoch 5 Batch 6/538 - Train Accuracy: 0.816, Validation Accuracy: 0.784, Loss: 0.242
Epoch 5 Batch 7/538 - Train Accuracy: 0.817, Validation Accuracy: 0.785, Loss: 0.238
Epoch 5 Batch 8/538 - Train Accuracy: 0.811, Validation Accuracy: 0.786, Loss: 0.255
Epoch 5 Batch 9/538 - Train Accuracy: 0.808, Validation Accuracy: 0.782, Loss: 0.240
Epoch 5 Batch 10/538 - Train Accuracy: 0.783, Validation Accuracy: 0.782, Loss: 0.266
Epoch 5 Batch 11/538 - Train Accuracy: 0.818, Validation Accuracy: 0.785, Loss: 0.255
Epoch 5 Batch 12/538 - Train Accuracy: 0.797, Validation Accuracy: 0.783, Loss: 0.257
Epoch 5 Batch 13/538 - Train Accuracy: 0.838, Validation Accuracy: 0.784, Loss: 0.239
Epoch 5 Batch 14/538 - Train Accuracy: 0.788, Validation Accuracy: 0.788, Loss: 0.247
Epoch 5 Batch 15/538 - Train Accuracy: 0.810, Validation Accuracy: 0.784, Loss: 0.245
Epoch 5 Batch 16/538 - Train Accuracy: 0.816, Validation Accuracy: 0.782, Loss: 0.257
Epoch 5 Batch 17/538 - Train Accuracy: 0.826, Validation Accuracy: 0.786, Loss: 0.242
Epoch 5 Batch 18/538 - Train Accuracy: 0.779, Validation Accuracy: 0.797, Loss: 0.274
Epoch 5 Batch 19/538 - Train Accuracy: 0.802, Validation Accuracy: 0.802, Loss: 0.261
Epoch 5 Batch 20/538 - Train Accuracy: 0.827, Validation Accuracy: 0.802, Loss: 0.259
Epoch 5 Batch 21/538 - Train Accuracy: 0.834, Validation Accuracy: 0.799, Loss: 0.246
Epoch 5 Batch 22/538 - Train Accuracy: 0.800, Validation Accuracy: 0.787, Loss: 0.257
Epoch 5 Batch 23/538 - Train Accuracy: 0.800, Validation Accuracy: 0.786, Loss: 0.271
Epoch 5 Batch 24/538 - Train Accuracy: 0.807, Validation Accuracy: 0.794, Loss: 0.264
Epoch 5 Batch 25/538 - Train Accuracy: 0.800, Validation Accuracy: 0.786, Loss: 0.249
Epoch 5 Batch 26/538 - Train Accuracy: 0.805, Validation Accuracy: 0.798, Loss: 0.265
Epoch 5 Batch 27/538 - Train Accuracy: 0.816, Validation Accuracy: 0.803, Loss: 0.247
Epoch 5 Batch 28/538 - Train Accuracy: 0.811, Validation Accuracy: 0.801, Loss: 0.235
Epoch 5 Batch 29/538 - Train Accuracy: 0.815, Validation Accuracy: 0.798, Loss: 0.236
Epoch 5 Batch 30/538 - Train Accuracy: 0.785, Validation Accuracy: 0.801, Loss: 0.272
Epoch 5 Batch 31/538 - Train Accuracy: 0.802, Validation Accuracy: 0.801, Loss: 0.236
Epoch 5 Batch 32/538 - Train Accuracy: 0.796, Validation Accuracy: 0.807, Loss: 0.227
Epoch 5 Batch 33/538 - Train Accuracy: 0.792, Validation Accuracy: 0.796, Loss: 0.254
Epoch 5 Batch 34/538 - Train Accuracy: 0.821, Validation Accuracy: 0.791, Loss: 0.263
Epoch 5 Batch 35/538 - Train Accuracy: 0.846, Validation Accuracy: 0.795, Loss: 0.236
Epoch 5 Batch 36/538 - Train Accuracy: 0.814, Validation Accuracy: 0.804, Loss: 0.224
Epoch 5 Batch 37/538 - Train Accuracy: 0.826, Validation Accuracy: 0.808, Loss: 0.244
Epoch 5 Batch 38/538 - Train Accuracy: 0.791, Validation Accuracy: 0.809, Loss: 0.256
Epoch 5 Batch 39/538 - Train Accuracy: 0.818, Validation Accuracy: 0.809, Loss: 0.243
Epoch 5 Batch 40/538 - Train Accuracy: 0.822, Validation Accuracy: 0.812, Loss: 0.223
Epoch 5 Batch 41/538 - Train Accuracy: 0.816, Validation Accuracy: 0.815, Loss: 0.256
Epoch 5 Batch 42/538 - Train Accuracy: 0.835, Validation Accuracy: 0.813, Loss: 0.252
Epoch 5 Batch 43/538 - Train Accuracy: 0.787, Validation Accuracy: 0.812, Loss: 0.271
Epoch 5 Batch 44/538 - Train Accuracy: 0.787, Validation Accuracy: 0.811, Loss: 0.269
Epoch 5 Batch 45/538 - Train Accuracy: 0.803, Validation Accuracy: 0.808, Loss: 0.234
Epoch 5 Batch 46/538 - Train Accuracy: 0.826, Validation Accuracy: 0.808, Loss: 0.235
Epoch 5 Batch 47/538 - Train Accuracy: 0.812, Validation Accuracy: 0.811, Loss: 0.258
Epoch 5 Batch 48/538 - Train Accuracy: 0.822, Validation Accuracy: 0.813, Loss: 0.235
Epoch 5 Batch 49/538 - Train Accuracy: 0.808, Validation Accuracy: 0.811, Loss: 0.265
Epoch 5 Batch 50/538 - Train Accuracy: 0.827, Validation Accuracy: 0.808, Loss: 0.242
Epoch 5 Batch 51/538 - Train Accuracy: 0.788, Validation Accuracy: 0.806, Loss: 0.282
Epoch 5 Batch 52/538 - Train Accuracy: 0.811, Validation Accuracy: 0.805, Loss: 0.251
Epoch 5 Batch 53/538 - Train Accuracy: 0.819, Validation Accuracy: 0.805, Loss: 0.235
Epoch 5 Batch 54/538 - Train Accuracy: 0.822, Validation Accuracy: 0.802, Loss: 0.243
Epoch 5 Batch 55/538 - Train Accuracy: 0.812, Validation Accuracy: 0.801, Loss: 0.248
Epoch 5 Batch 56/538 - Train Accuracy: 0.798, Validation Accuracy: 0.796, Loss: 0.239
Epoch 5 Batch 57/538 - Train Accuracy: 0.767, Validation Accuracy: 0.798, Loss: 0.268
Epoch 5 Batch 58/538 - Train Accuracy: 0.777, Validation Accuracy: 0.795, Loss: 0.254
Epoch 5 Batch 59/538 - Train Accuracy: 0.813, Validation Accuracy: 0.796, Loss: 0.255
Epoch 5 Batch 60/538 - Train Accuracy: 0.796, Validation Accuracy: 0.797, Loss: 0.239
Epoch 5 Batch 61/538 - Train Accuracy: 0.803, Validation Accuracy: 0.803, Loss: 0.253
Epoch 5 Batch 62/538 - Train Accuracy: 0.830, Validation Accuracy: 0.799, Loss: 0.242
Epoch 5 Batch 63/538 - Train Accuracy: 0.853, Validation Accuracy: 0.799, Loss: 0.236
Epoch 5 Batch 64/538 - Train Accuracy: 0.822, Validation Accuracy: 0.803, Loss: 0.237
Epoch 5 Batch 65/538 - Train Accuracy: 0.811, Validation Accuracy: 0.805, Loss: 0.260
Epoch 5 Batch 66/538 - Train Accuracy: 0.828, Validation Accuracy: 0.812, Loss: 0.228
Epoch 5 Batch 67/538 - Train Accuracy: 0.831, Validation Accuracy: 0.811, Loss: 0.242
Epoch 5 Batch 68/538 - Train Accuracy: 0.829, Validation Accuracy: 0.806, Loss: 0.218
Epoch 5 Batch 69/538 - Train Accuracy: 0.809, Validation Accuracy: 0.790, Loss: 0.243
Epoch 5 Batch 70/538 - Train Accuracy: 0.819, Validation Accuracy: 0.783, Loss: 0.244
Epoch 5 Batch 71/538 - Train Accuracy: 0.779, Validation Accuracy: 0.784, Loss: 0.267
Epoch 5 Batch 72/538 - Train Accuracy: 0.843, Validation Accuracy: 0.783, Loss: 0.257
Epoch 5 Batch 73/538 - Train Accuracy: 0.795, Validation Accuracy: 0.791, Loss: 0.254
Epoch 5 Batch 74/538 - Train Accuracy: 0.820, Validation Accuracy: 0.789, Loss: 0.243
Epoch 5 Batch 75/538 - Train Accuracy: 0.804, Validation Accuracy: 0.791, Loss: 0.233
Epoch 5 Batch 76/538 - Train Accuracy: 0.807, Validation Accuracy: 0.795, Loss: 0.271
Epoch 5 Batch 77/538 - Train Accuracy: 0.811, Validation Accuracy: 0.787, Loss: 0.250
Epoch 5 Batch 78/538 - Train Accuracy: 0.819, Validation Accuracy: 0.793, Loss: 0.240
Epoch 5 Batch 79/538 - Train Accuracy: 0.823, Validation Accuracy: 0.790, Loss: 0.228
Epoch 5 Batch 80/538 - Train Accuracy: 0.793, Validation Accuracy: 0.787, Loss: 0.275
Epoch 5 Batch 81/538 - Train Accuracy: 0.796, Validation Accuracy: 0.796, Loss: 0.259
Epoch 5 Batch 82/538 - Train Accuracy: 0.807, Validation Accuracy: 0.799, Loss: 0.252
Epoch 5 Batch 83/538 - Train Accuracy: 0.806, Validation Accuracy: 0.803, Loss: 0.245
Epoch 5 Batch 84/538 - Train Accuracy: 0.802, Validation Accuracy: 0.802, Loss: 0.248
Epoch 5 Batch 85/538 - Train Accuracy: 0.829, Validation Accuracy: 0.800, Loss: 0.225
Epoch 5 Batch 86/538 - Train Accuracy: 0.832, Validation Accuracy: 0.797, Loss: 0.240
Epoch 5 Batch 87/538 - Train Accuracy: 0.817, Validation Accuracy: 0.803, Loss: 0.238
Epoch 5 Batch 88/538 - Train Accuracy: 0.834, Validation Accuracy: 0.804, Loss: 0.237
Epoch 5 Batch 89/538 - Train Accuracy: 0.812, Validation Accuracy: 0.804, Loss: 0.252
Epoch 5 Batch 90/538 - Train Accuracy: 0.818, Validation Accuracy: 0.810, Loss: 0.257
Epoch 5 Batch 91/538 - Train Accuracy: 0.825, Validation Accuracy: 0.811, Loss: 0.244
Epoch 5 Batch 92/538 - Train Accuracy: 0.796, Validation Accuracy: 0.808, Loss: 0.253
Epoch 5 Batch 93/538 - Train Accuracy: 0.812, Validation Accuracy: 0.795, Loss: 0.238
Epoch 5 Batch 94/538 - Train Accuracy: 0.810, Validation Accuracy: 0.805, Loss: 0.246
Epoch 5 Batch 95/538 - Train Accuracy: 0.837, Validation Accuracy: 0.805, Loss: 0.228
Epoch 5 Batch 96/538 - Train Accuracy: 0.833, Validation Accuracy: 0.804, Loss: 0.223
Epoch 5 Batch 97/538 - Train Accuracy: 0.834, Validation Accuracy: 0.802, Loss: 0.232
Epoch 5 Batch 98/538 - Train Accuracy: 0.835, Validation Accuracy: 0.804, Loss: 0.241
Epoch 5 Batch 99/538 - Train Accuracy: 0.829, Validation Accuracy: 0.805, Loss: 0.238
Epoch 5 Batch 100/538 - Train Accuracy: 0.812, Validation Accuracy: 0.805, Loss: 0.224
Epoch 5 Batch 101/538 - Train Accuracy: 0.795, Validation Accuracy: 0.801, Loss: 0.244
Epoch 5 Batch 102/538 - Train Accuracy: 0.817, Validation Accuracy: 0.802, Loss: 0.243
Epoch 5 Batch 103/538 - Train Accuracy: 0.830, Validation Accuracy: 0.804, Loss: 0.234
Epoch 5 Batch 104/538 - Train Accuracy: 0.805, Validation Accuracy: 0.803, Loss: 0.230
Epoch 5 Batch 105/538 - Train Accuracy: 0.799, Validation Accuracy: 0.803, Loss: 0.229
Epoch 5 Batch 106/538 - Train Accuracy: 0.826, Validation Accuracy: 0.804, Loss: 0.224
Epoch 5 Batch 107/538 - Train Accuracy: 0.797, Validation Accuracy: 0.805, Loss: 0.269
Epoch 5 Batch 108/538 - Train Accuracy: 0.828, Validation Accuracy: 0.807, Loss: 0.243
Epoch 5 Batch 109/538 - Train Accuracy: 0.849, Validation Accuracy: 0.805, Loss: 0.231
Epoch 5 Batch 110/538 - Train Accuracy: 0.838, Validation Accuracy: 0.802, Loss: 0.256
Epoch 5 Batch 111/538 - Train Accuracy: 0.824, Validation Accuracy: 0.804, Loss: 0.236
Epoch 5 Batch 112/538 - Train Accuracy: 0.825, Validation Accuracy: 0.803, Loss: 0.243
Epoch 5 Batch 113/538 - Train Accuracy: 0.815, Validation Accuracy: 0.800, Loss: 0.246
Epoch 5 Batch 114/538 - Train Accuracy: 0.823, Validation Accuracy: 0.800, Loss: 0.235
Epoch 5 Batch 115/538 - Train Accuracy: 0.801, Validation Accuracy: 0.800, Loss: 0.263
Epoch 5 Batch 116/538 - Train Accuracy: 0.809, Validation Accuracy: 0.806, Loss: 0.263
Epoch 5 Batch 117/538 - Train Accuracy: 0.825, Validation Accuracy: 0.804, Loss: 0.252
Epoch 5 Batch 118/538 - Train Accuracy: 0.824, Validation Accuracy: 0.799, Loss: 0.228
Epoch 5 Batch 119/538 - Train Accuracy: 0.847, Validation Accuracy: 0.797, Loss: 0.219
Epoch 5 Batch 120/538 - Train Accuracy: 0.818, Validation Accuracy: 0.800, Loss: 0.231
Epoch 5 Batch 121/538 - Train Accuracy: 0.798, Validation Accuracy: 0.798, Loss: 0.238
Epoch 5 Batch 122/538 - Train Accuracy: 0.807, Validation Accuracy: 0.806, Loss: 0.225
Epoch 5 Batch 123/538 - Train Accuracy: 0.825, Validation Accuracy: 0.801, Loss: 0.224
Epoch 5 Batch 124/538 - Train Accuracy: 0.809, Validation Accuracy: 0.807, Loss: 0.224
Epoch 5 Batch 125/538 - Train Accuracy: 0.820, Validation Accuracy: 0.813, Loss: 0.246
Epoch 5 Batch 126/538 - Train Accuracy: 0.828, Validation Accuracy: 0.805, Loss: 0.246
Epoch 5 Batch 127/538 - Train Accuracy: 0.802, Validation Accuracy: 0.808, Loss: 0.260
Epoch 5 Batch 128/538 - Train Accuracy: 0.853, Validation Accuracy: 0.810, Loss: 0.247
Epoch 5 Batch 129/538 - Train Accuracy: 0.814, Validation Accuracy: 0.808, Loss: 0.226
Epoch 5 Batch 130/538 - Train Accuracy: 0.805, Validation Accuracy: 0.805, Loss: 0.230
Epoch 5 Batch 131/538 - Train Accuracy: 0.811, Validation Accuracy: 0.805, Loss: 0.235
Epoch 5 Batch 132/538 - Train Accuracy: 0.804, Validation Accuracy: 0.807, Loss: 0.242
Epoch 5 Batch 133/538 - Train Accuracy: 0.830, Validation Accuracy: 0.809, Loss: 0.219
Epoch 5 Batch 134/538 - Train Accuracy: 0.785, Validation Accuracy: 0.809, Loss: 0.260
Epoch 5 Batch 135/538 - Train Accuracy: 0.802, Validation Accuracy: 0.808, Loss: 0.259
Epoch 5 Batch 136/538 - Train Accuracy: 0.817, Validation Accuracy: 0.811, Loss: 0.238
Epoch 5 Batch 137/538 - Train Accuracy: 0.783, Validation Accuracy: 0.808, Loss: 0.264
Epoch 5 Batch 138/538 - Train Accuracy: 0.786, Validation Accuracy: 0.813, Loss: 0.260
Epoch 5 Batch 139/538 - Train Accuracy: 0.815, Validation Accuracy: 0.811, Loss: 0.250
Epoch 5 Batch 140/538 - Train Accuracy: 0.798, Validation Accuracy: 0.810, Loss: 0.266
Epoch 5 Batch 141/538 - Train Accuracy: 0.824, Validation Accuracy: 0.812, Loss: 0.247
Epoch 5 Batch 142/538 - Train Accuracy: 0.842, Validation Accuracy: 0.810, Loss: 0.239
Epoch 5 Batch 143/538 - Train Accuracy: 0.829, Validation Accuracy: 0.809, Loss: 0.242
Epoch 5 Batch 144/538 - Train Accuracy: 0.816, Validation Accuracy: 0.810, Loss: 0.253
Epoch 5 Batch 145/538 - Train Accuracy: 0.816, Validation Accuracy: 0.808, Loss: 0.253
Epoch 5 Batch 146/538 - Train Accuracy: 0.812, Validation Accuracy: 0.810, Loss: 0.239
Epoch 5 Batch 147/538 - Train Accuracy: 0.819, Validation Accuracy: 0.811, Loss: 0.242
Epoch 5 Batch 148/538 - Train Accuracy: 0.790, Validation Accuracy: 0.810, Loss: 0.282
Epoch 5 Batch 149/538 - Train Accuracy: 0.826, Validation Accuracy: 0.810, Loss: 0.225
Epoch 5 Batch 150/538 - Train Accuracy: 0.824, Validation Accuracy: 0.807, Loss: 0.233
Epoch 5 Batch 151/538 - Train Accuracy: 0.812, Validation Accuracy: 0.808, Loss: 0.230
Epoch 5 Batch 152/538 - Train Accuracy: 0.826, Validation Accuracy: 0.806, Loss: 0.235
Epoch 5 Batch 153/538 - Train Accuracy: 0.802, Validation Accuracy: 0.807, Loss: 0.244
Epoch 5 Batch 154/538 - Train Accuracy: 0.809, Validation Accuracy: 0.808, Loss: 0.234
Epoch 5 Batch 155/538 - Train Accuracy: 0.810, Validation Accuracy: 0.809, Loss: 0.248
Epoch 5 Batch 156/538 - Train Accuracy: 0.819, Validation Accuracy: 0.803, Loss: 0.231
Epoch 5 Batch 157/538 - Train Accuracy: 0.827, Validation Accuracy: 0.804, Loss: 0.235
Epoch 5 Batch 158/538 - Train Accuracy: 0.818, Validation Accuracy: 0.805, Loss: 0.267
Epoch 5 Batch 159/538 - Train Accuracy: 0.835, Validation Accuracy: 0.797, Loss: 0.242
Epoch 5 Batch 160/538 - Train Accuracy: 0.788, Validation Accuracy: 0.801, Loss: 0.226
Epoch 5 Batch 161/538 - Train Accuracy: 0.799, Validation Accuracy: 0.801, Loss: 0.234
Epoch 5 Batch 162/538 - Train Accuracy: 0.825, Validation Accuracy: 0.798, Loss: 0.231
Epoch 5 Batch 163/538 - Train Accuracy: 0.812, Validation Accuracy: 0.804, Loss: 0.265
Epoch 5 Batch 164/538 - Train Accuracy: 0.793, Validation Accuracy: 0.814, Loss: 0.249
Epoch 5 Batch 165/538 - Train Accuracy: 0.815, Validation Accuracy: 0.808, Loss: 0.211
Epoch 5 Batch 166/538 - Train Accuracy: 0.830, Validation Accuracy: 0.811, Loss: 0.239
Epoch 5 Batch 167/538 - Train Accuracy: 0.824, Validation Accuracy: 0.808, Loss: 0.243
Epoch 5 Batch 168/538 - Train Accuracy: 0.807, Validation Accuracy: 0.809, Loss: 0.270
Epoch 5 Batch 169/538 - Train Accuracy: 0.829, Validation Accuracy: 0.803, Loss: 0.228
Epoch 5 Batch 170/538 - Train Accuracy: 0.812, Validation Accuracy: 0.798, Loss: 0.241
Epoch 5 Batch 171/538 - Train Accuracy: 0.828, Validation Accuracy: 0.794, Loss: 0.228
Epoch 5 Batch 172/538 - Train Accuracy: 0.833, Validation Accuracy: 0.788, Loss: 0.229
Epoch 5 Batch 173/538 - Train Accuracy: 0.806, Validation Accuracy: 0.788, Loss: 0.225
Epoch 5 Batch 174/538 - Train Accuracy: 0.766, Validation Accuracy: 0.785, Loss: 0.237
Epoch 5 Batch 175/538 - Train Accuracy: 0.794, Validation Accuracy: 0.789, Loss: 0.236
Epoch 5 Batch 176/538 - Train Accuracy: 0.804, Validation Accuracy: 0.794, Loss: 0.251
Epoch 5 Batch 177/538 - Train Accuracy: 0.802, Validation Accuracy: 0.794, Loss: 0.243
Epoch 5 Batch 178/538 - Train Accuracy: 0.794, Validation Accuracy: 0.795, Loss: 0.237
Epoch 5 Batch 179/538 - Train Accuracy: 0.814, Validation Accuracy: 0.796, Loss: 0.253
Epoch 5 Batch 180/538 - Train Accuracy: 0.835, Validation Accuracy: 0.791, Loss: 0.232
Epoch 5 Batch 181/538 - Train Accuracy: 0.788, Validation Accuracy: 0.792, Loss: 0.263
Epoch 5 Batch 182/538 - Train Accuracy: 0.790, Validation Accuracy: 0.793, Loss: 0.227
Epoch 5 Batch 183/538 - Train Accuracy: 0.844, Validation Accuracy: 0.799, Loss: 0.217
Epoch 5 Batch 184/538 - Train Accuracy: 0.813, Validation Accuracy: 0.819, Loss: 0.232
Epoch 5 Batch 185/538 - Train Accuracy: 0.841, Validation Accuracy: 0.814, Loss: 0.218
Epoch 5 Batch 186/538 - Train Accuracy: 0.798, Validation Accuracy: 0.817, Loss: 0.233
Epoch 5 Batch 187/538 - Train Accuracy: 0.815, Validation Accuracy: 0.796, Loss: 0.238
Epoch 5 Batch 188/538 - Train Accuracy: 0.795, Validation Accuracy: 0.787, Loss: 0.232
Epoch 5 Batch 189/538 - Train Accuracy: 0.799, Validation Accuracy: 0.787, Loss: 0.237
Epoch 5 Batch 190/538 - Train Accuracy: 0.804, Validation Accuracy: 0.791, Loss: 0.265
Epoch 5 Batch 191/538 - Train Accuracy: 0.828, Validation Accuracy: 0.809, Loss: 0.218
Epoch 5 Batch 192/538 - Train Accuracy: 0.822, Validation Accuracy: 0.810, Loss: 0.237
Epoch 5 Batch 193/538 - Train Accuracy: 0.834, Validation Accuracy: 0.813, Loss: 0.230
Epoch 5 Batch 194/538 - Train Accuracy: 0.806, Validation Accuracy: 0.816, Loss: 0.245
Epoch 5 Batch 195/538 - Train Accuracy: 0.814, Validation Accuracy: 0.815, Loss: 0.239
Epoch 5 Batch 196/538 - Train Accuracy: 0.815, Validation Accuracy: 0.813, Loss: 0.229
Epoch 5 Batch 197/538 - Train Accuracy: 0.808, Validation Accuracy: 0.809, Loss: 0.237
Epoch 5 Batch 198/538 - Train Accuracy: 0.839, Validation Accuracy: 0.794, Loss: 0.227
Epoch 5 Batch 199/538 - Train Accuracy: 0.815, Validation Accuracy: 0.793, Loss: 0.250
Epoch 5 Batch 200/538 - Train Accuracy: 0.822, Validation Accuracy: 0.798, Loss: 0.229
Epoch 5 Batch 201/538 - Train Accuracy: 0.820, Validation Accuracy: 0.807, Loss: 0.244
Epoch 5 Batch 202/538 - Train Accuracy: 0.848, Validation Accuracy: 0.807, Loss: 0.234
Epoch 5 Batch 203/538 - Train Accuracy: 0.798, Validation Accuracy: 0.803, Loss: 0.255
Epoch 5 Batch 204/538 - Train Accuracy: 0.804, Validation Accuracy: 0.803, Loss: 0.259
Epoch 5 Batch 205/538 - Train Accuracy: 0.851, Validation Accuracy: 0.802, Loss: 0.227
Epoch 5 Batch 206/538 - Train Accuracy: 0.787, Validation Accuracy: 0.798, Loss: 0.234
Epoch 5 Batch 207/538 - Train Accuracy: 0.823, Validation Accuracy: 0.798, Loss: 0.229
Epoch 5 Batch 208/538 - Train Accuracy: 0.808, Validation Accuracy: 0.811, Loss: 0.252
Epoch 5 Batch 209/538 - Train Accuracy: 0.845, Validation Accuracy: 0.809, Loss: 0.234
Epoch 5 Batch 210/538 - Train Accuracy: 0.792, Validation Accuracy: 0.806, Loss: 0.247
Epoch 5 Batch 211/538 - Train Accuracy: 0.804, Validation Accuracy: 0.799, Loss: 0.244
Epoch 5 Batch 212/538 - Train Accuracy: 0.807, Validation Accuracy: 0.788, Loss: 0.239
Epoch 5 Batch 213/538 - Train Accuracy: 0.791, Validation Accuracy: 0.790, Loss: 0.228
Epoch 5 Batch 214/538 - Train Accuracy: 0.814, Validation Accuracy: 0.794, Loss: 0.230
Epoch 5 Batch 215/538 - Train Accuracy: 0.835, Validation Accuracy: 0.802, Loss: 0.232
Epoch 5 Batch 216/538 - Train Accuracy: 0.824, Validation Accuracy: 0.810, Loss: 0.249
Epoch 5 Batch 217/538 - Train Accuracy: 0.831, Validation Accuracy: 0.808, Loss: 0.239
Epoch 5 Batch 218/538 - Train Accuracy: 0.792, Validation Accuracy: 0.802, Loss: 0.236
Epoch 5 Batch 219/538 - Train Accuracy: 0.793, Validation Accuracy: 0.801, Loss: 0.247
Epoch 5 Batch 220/538 - Train Accuracy: 0.796, Validation Accuracy: 0.803, Loss: 0.217
Epoch 5 Batch 221/538 - Train Accuracy: 0.819, Validation Accuracy: 0.805, Loss: 0.228
Epoch 5 Batch 222/538 - Train Accuracy: 0.819, Validation Accuracy: 0.807, Loss: 0.219
Epoch 5 Batch 223/538 - Train Accuracy: 0.795, Validation Accuracy: 0.801, Loss: 0.252
Epoch 5 Batch 224/538 - Train Accuracy: 0.810, Validation Accuracy: 0.802, Loss: 0.253
Epoch 5 Batch 225/538 - Train Accuracy: 0.842, Validation Accuracy: 0.798, Loss: 0.224
Epoch 5 Batch 226/538 - Train Accuracy: 0.820, Validation Accuracy: 0.797, Loss: 0.235
Epoch 5 Batch 227/538 - Train Accuracy: 0.819, Validation Accuracy: 0.799, Loss: 0.226
Epoch 5 Batch 228/538 - Train Accuracy: 0.795, Validation Accuracy: 0.806, Loss: 0.246
Epoch 5 Batch 229/538 - Train Accuracy: 0.830, Validation Accuracy: 0.806, Loss: 0.218
Epoch 5 Batch 230/538 - Train Accuracy: 0.814, Validation Accuracy: 0.802, Loss: 0.235
Epoch 5 Batch 231/538 - Train Accuracy: 0.812, Validation Accuracy: 0.800, Loss: 0.244
Epoch 5 Batch 232/538 - Train Accuracy: 0.785, Validation Accuracy: 0.803, Loss: 0.248
Epoch 5 Batch 233/538 - Train Accuracy: 0.850, Validation Accuracy: 0.801, Loss: 0.232
Epoch 5 Batch 234/538 - Train Accuracy: 0.797, Validation Accuracy: 0.800, Loss: 0.244
Epoch 5 Batch 235/538 - Train Accuracy: 0.831, Validation Accuracy: 0.808, Loss: 0.209
Epoch 5 Batch 236/538 - Train Accuracy: 0.817, Validation Accuracy: 0.811, Loss: 0.248
Epoch 5 Batch 237/538 - Train Accuracy: 0.829, Validation Accuracy: 0.814, Loss: 0.225
Epoch 5 Batch 238/538 - Train Accuracy: 0.857, Validation Accuracy: 0.812, Loss: 0.212
Epoch 5 Batch 239/538 - Train Accuracy: 0.809, Validation Accuracy: 0.801, Loss: 0.237
Epoch 5 Batch 240/538 - Train Accuracy: 0.801, Validation Accuracy: 0.805, Loss: 0.254
Epoch 5 Batch 241/538 - Train Accuracy: 0.802, Validation Accuracy: 0.806, Loss: 0.249
Epoch 5 Batch 242/538 - Train Accuracy: 0.829, Validation Accuracy: 0.810, Loss: 0.230
Epoch 5 Batch 243/538 - Train Accuracy: 0.820, Validation Accuracy: 0.816, Loss: 0.236
Epoch 5 Batch 244/538 - Train Accuracy: 0.815, Validation Accuracy: 0.813, Loss: 0.227
Epoch 5 Batch 245/538 - Train Accuracy: 0.807, Validation Accuracy: 0.813, Loss: 0.239
Epoch 5 Batch 246/538 - Train Accuracy: 0.826, Validation Accuracy: 0.817, Loss: 0.214
Epoch 5 Batch 247/538 - Train Accuracy: 0.793, Validation Accuracy: 0.813, Loss: 0.232
Epoch 5 Batch 248/538 - Train Accuracy: 0.825, Validation Accuracy: 0.817, Loss: 0.234
Epoch 5 Batch 249/538 - Train Accuracy: 0.839, Validation Accuracy: 0.811, Loss: 0.215
Epoch 5 Batch 250/538 - Train Accuracy: 0.844, Validation Accuracy: 0.809, Loss: 0.232
Epoch 5 Batch 251/538 - Train Accuracy: 0.809, Validation Accuracy: 0.809, Loss: 0.232
Epoch 5 Batch 252/538 - Train Accuracy: 0.833, Validation Accuracy: 0.802, Loss: 0.211
Epoch 5 Batch 253/538 - Train Accuracy: 0.795, Validation Accuracy: 0.800, Loss: 0.225
Epoch 5 Batch 254/538 - Train Accuracy: 0.807, Validation Accuracy: 0.805, Loss: 0.246
Epoch 5 Batch 255/538 - Train Accuracy: 0.836, Validation Accuracy: 0.800, Loss: 0.214
Epoch 5 Batch 256/538 - Train Accuracy: 0.795, Validation Accuracy: 0.797, Loss: 0.254
Epoch 5 Batch 257/538 - Train Accuracy: 0.837, Validation Accuracy: 0.804, Loss: 0.227
Epoch 5 Batch 258/538 - Train Accuracy: 0.833, Validation Accuracy: 0.804, Loss: 0.218
Epoch 5 Batch 259/538 - Train Accuracy: 0.846, Validation Accuracy: 0.806, Loss: 0.222
Epoch 5 Batch 260/538 - Train Accuracy: 0.791, Validation Accuracy: 0.811, Loss: 0.237
Epoch 5 Batch 261/538 - Train Accuracy: 0.805, Validation Accuracy: 0.810, Loss: 0.245
Epoch 5 Batch 262/538 - Train Accuracy: 0.831, Validation Accuracy: 0.811, Loss: 0.229
Epoch 5 Batch 263/538 - Train Accuracy: 0.823, Validation Accuracy: 0.815, Loss: 0.227
Epoch 5 Batch 264/538 - Train Accuracy: 0.793, Validation Accuracy: 0.808, Loss: 0.237
Epoch 5 Batch 265/538 - Train Accuracy: 0.784, Validation Accuracy: 0.812, Loss: 0.251
Epoch 5 Batch 266/538 - Train Accuracy: 0.828, Validation Accuracy: 0.819, Loss: 0.235
Epoch 5 Batch 267/538 - Train Accuracy: 0.854, Validation Accuracy: 0.812, Loss: 0.222
Epoch 5 Batch 268/538 - Train Accuracy: 0.832, Validation Accuracy: 0.812, Loss: 0.212
Epoch 5 Batch 269/538 - Train Accuracy: 0.837, Validation Accuracy: 0.813, Loss: 0.224
Epoch 5 Batch 270/538 - Train Accuracy: 0.816, Validation Accuracy: 0.810, Loss: 0.222
Epoch 5 Batch 271/538 - Train Accuracy: 0.820, Validation Accuracy: 0.804, Loss: 0.218
Epoch 5 Batch 272/538 - Train Accuracy: 0.810, Validation Accuracy: 0.803, Loss: 0.257
Epoch 5 Batch 273/538 - Train Accuracy: 0.806, Validation Accuracy: 0.817, Loss: 0.242
Epoch 5 Batch 274/538 - Train Accuracy: 0.769, Validation Accuracy: 0.814, Loss: 0.256
Epoch 5 Batch 275/538 - Train Accuracy: 0.796, Validation Accuracy: 0.814, Loss: 0.241
Epoch 5 Batch 276/538 - Train Accuracy: 0.818, Validation Accuracy: 0.817, Loss: 0.245
Epoch 5 Batch 277/538 - Train Accuracy: 0.803, Validation Accuracy: 0.814, Loss: 0.233
Epoch 5 Batch 278/538 - Train Accuracy: 0.833, Validation Accuracy: 0.814, Loss: 0.219
Epoch 5 Batch 279/538 - Train Accuracy: 0.823, Validation Accuracy: 0.814, Loss: 0.234
Epoch 5 Batch 280/538 - Train Accuracy: 0.838, Validation Accuracy: 0.814, Loss: 0.217
Epoch 5 Batch 281/538 - Train Accuracy: 0.806, Validation Accuracy: 0.806, Loss: 0.248
Epoch 5 Batch 282/538 - Train Accuracy: 0.811, Validation Accuracy: 0.798, Loss: 0.248
Epoch 5 Batch 283/538 - Train Accuracy: 0.820, Validation Accuracy: 0.800, Loss: 0.241
Epoch 5 Batch 284/538 - Train Accuracy: 0.814, Validation Accuracy: 0.806, Loss: 0.236
Epoch 5 Batch 285/538 - Train Accuracy: 0.836, Validation Accuracy: 0.812, Loss: 0.219
Epoch 5 Batch 286/538 - Train Accuracy: 0.807, Validation Accuracy: 0.803, Loss: 0.240
Epoch 5 Batch 287/538 - Train Accuracy: 0.821, Validation Accuracy: 0.804, Loss: 0.226
Epoch 5 Batch 288/538 - Train Accuracy: 0.804, Validation Accuracy: 0.808, Loss: 0.247
Epoch 5 Batch 289/538 - Train Accuracy: 0.835, Validation Accuracy: 0.813, Loss: 0.217
Epoch 5 Batch 290/538 - Train Accuracy: 0.799, Validation Accuracy: 0.806, Loss: 0.221
Epoch 5 Batch 291/538 - Train Accuracy: 0.792, Validation Accuracy: 0.807, Loss: 0.229
Epoch 5 Batch 292/538 - Train Accuracy: 0.835, Validation Accuracy: 0.809, Loss: 0.215
Epoch 5 Batch 293/538 - Train Accuracy: 0.831, Validation Accuracy: 0.815, Loss: 0.214
Epoch 5 Batch 294/538 - Train Accuracy: 0.800, Validation Accuracy: 0.821, Loss: 0.245
Epoch 5 Batch 295/538 - Train Accuracy: 0.845, Validation Accuracy: 0.819, Loss: 0.226
Epoch 5 Batch 296/538 - Train Accuracy: 0.802, Validation Accuracy: 0.824, Loss: 0.243
Epoch 5 Batch 297/538 - Train Accuracy: 0.813, Validation Accuracy: 0.827, Loss: 0.242
Epoch 5 Batch 298/538 - Train Accuracy: 0.796, Validation Accuracy: 0.827, Loss: 0.230
Epoch 5 Batch 299/538 - Train Accuracy: 0.812, Validation Accuracy: 0.827, Loss: 0.243
Epoch 5 Batch 300/538 - Train Accuracy: 0.825, Validation Accuracy: 0.824, Loss: 0.228
Epoch 5 Batch 301/538 - Train Accuracy: 0.805, Validation Accuracy: 0.817, Loss: 0.220
Epoch 5 Batch 302/538 - Train Accuracy: 0.829, Validation Accuracy: 0.821, Loss: 0.222
Epoch 5 Batch 303/538 - Train Accuracy: 0.847, Validation Accuracy: 0.830, Loss: 0.213
Epoch 5 Batch 304/538 - Train Accuracy: 0.817, Validation Accuracy: 0.830, Loss: 0.237
Epoch 5 Batch 305/538 - Train Accuracy: 0.841, Validation Accuracy: 0.821, Loss: 0.221
Epoch 5 Batch 306/538 - Train Accuracy: 0.829, Validation Accuracy: 0.826, Loss: 0.226
Epoch 5 Batch 307/538 - Train Accuracy: 0.821, Validation Accuracy: 0.821, Loss: 0.238
Epoch 5 Batch 308/538 - Train Accuracy: 0.830, Validation Accuracy: 0.809, Loss: 0.229
Epoch 5 Batch 309/538 - Train Accuracy: 0.803, Validation Accuracy: 0.809, Loss: 0.219
Epoch 5 Batch 310/538 - Train Accuracy: 0.816, Validation Accuracy: 0.804, Loss: 0.242
Epoch 5 Batch 311/538 - Train Accuracy: 0.801, Validation Accuracy: 0.805, Loss: 0.239
Epoch 5 Batch 312/538 - Train Accuracy: 0.829, Validation Accuracy: 0.803, Loss: 0.214
Epoch 5 Batch 313/538 - Train Accuracy: 0.831, Validation Accuracy: 0.813, Loss: 0.232
Epoch 5 Batch 314/538 - Train Accuracy: 0.822, Validation Accuracy: 0.819, Loss: 0.228
Epoch 5 Batch 315/538 - Train Accuracy: 0.822, Validation Accuracy: 0.818, Loss: 0.232
Epoch 5 Batch 316/538 - Train Accuracy: 0.822, Validation Accuracy: 0.814, Loss: 0.212
Epoch 5 Batch 317/538 - Train Accuracy: 0.786, Validation Accuracy: 0.819, Loss: 0.247
Epoch 5 Batch 318/538 - Train Accuracy: 0.817, Validation Accuracy: 0.805, Loss: 0.232
Epoch 5 Batch 319/538 - Train Accuracy: 0.835, Validation Accuracy: 0.810, Loss: 0.222
Epoch 5 Batch 320/538 - Train Accuracy: 0.834, Validation Accuracy: 0.816, Loss: 0.224
Epoch 5 Batch 321/538 - Train Accuracy: 0.829, Validation Accuracy: 0.819, Loss: 0.215
Epoch 5 Batch 322/538 - Train Accuracy: 0.823, Validation Accuracy: 0.824, Loss: 0.219
Epoch 5 Batch 323/538 - Train Accuracy: 0.832, Validation Accuracy: 0.826, Loss: 0.214
Epoch 5 Batch 324/538 - Train Accuracy: 0.811, Validation Accuracy: 0.834, Loss: 0.245
Epoch 5 Batch 325/538 - Train Accuracy: 0.827, Validation Accuracy: 0.833, Loss: 0.224
Epoch 5 Batch 326/538 - Train Accuracy: 0.822, Validation Accuracy: 0.828, Loss: 0.220
Epoch 5 Batch 327/538 - Train Accuracy: 0.815, Validation Accuracy: 0.825, Loss: 0.243
Epoch 5 Batch 328/538 - Train Accuracy: 0.831, Validation Accuracy: 0.820, Loss: 0.205
Epoch 5 Batch 329/538 - Train Accuracy: 0.837, Validation Accuracy: 0.821, Loss: 0.224
Epoch 5 Batch 330/538 - Train Accuracy: 0.835, Validation Accuracy: 0.820, Loss: 0.212
Epoch 5 Batch 331/538 - Train Accuracy: 0.826, Validation Accuracy: 0.825, Loss: 0.215
Epoch 5 Batch 332/538 - Train Accuracy: 0.801, Validation Accuracy: 0.824, Loss: 0.239
Epoch 5 Batch 333/538 - Train Accuracy: 0.820, Validation Accuracy: 0.824, Loss: 0.215
Epoch 5 Batch 334/538 - Train Accuracy: 0.850, Validation Accuracy: 0.822, Loss: 0.211
Epoch 5 Batch 335/538 - Train Accuracy: 0.839, Validation Accuracy: 0.828, Loss: 0.232
Epoch 5 Batch 336/538 - Train Accuracy: 0.818, Validation Accuracy: 0.825, Loss: 0.209
Epoch 5 Batch 337/538 - Train Accuracy: 0.829, Validation Accuracy: 0.822, Loss: 0.224
Epoch 5 Batch 338/538 - Train Accuracy: 0.803, Validation Accuracy: 0.822, Loss: 0.236
Epoch 5 Batch 339/538 - Train Accuracy: 0.830, Validation Accuracy: 0.819, Loss: 0.221
Epoch 5 Batch 340/538 - Train Accuracy: 0.830, Validation Accuracy: 0.818, Loss: 0.232
Epoch 5 Batch 341/538 - Train Accuracy: 0.832, Validation Accuracy: 0.818, Loss: 0.223
Epoch 5 Batch 342/538 - Train Accuracy: 0.817, Validation Accuracy: 0.814, Loss: 0.222
Epoch 5 Batch 343/538 - Train Accuracy: 0.842, Validation Accuracy: 0.815, Loss: 0.236
Epoch 5 Batch 344/538 - Train Accuracy: 0.829, Validation Accuracy: 0.825, Loss: 0.218
Epoch 5 Batch 345/538 - Train Accuracy: 0.824, Validation Accuracy: 0.826, Loss: 0.225
Epoch 5 Batch 346/538 - Train Accuracy: 0.821, Validation Accuracy: 0.826, Loss: 0.228
Epoch 5 Batch 347/538 - Train Accuracy: 0.818, Validation Accuracy: 0.817, Loss: 0.233
Epoch 5 Batch 348/538 - Train Accuracy: 0.821, Validation Accuracy: 0.814, Loss: 0.209
Epoch 5 Batch 349/538 - Train Accuracy: 0.833, Validation Accuracy: 0.810, Loss: 0.221
Epoch 5 Batch 350/538 - Train Accuracy: 0.835, Validation Accuracy: 0.809, Loss: 0.251
Epoch 5 Batch 351/538 - Train Accuracy: 0.839, Validation Accuracy: 0.824, Loss: 0.242
Epoch 5 Batch 352/538 - Train Accuracy: 0.838, Validation Accuracy: 0.816, Loss: 0.241
Epoch 5 Batch 353/538 - Train Accuracy: 0.826, Validation Accuracy: 0.829, Loss: 0.239
Epoch 5 Batch 354/538 - Train Accuracy: 0.794, Validation Accuracy: 0.826, Loss: 0.241
Epoch 5 Batch 355/538 - Train Accuracy: 0.839, Validation Accuracy: 0.829, Loss: 0.242
Epoch 5 Batch 356/538 - Train Accuracy: 0.834, Validation Accuracy: 0.830, Loss: 0.216
Epoch 5 Batch 357/538 - Train Accuracy: 0.830, Validation Accuracy: 0.827, Loss: 0.222
Epoch 5 Batch 358/538 - Train Accuracy: 0.832, Validation Accuracy: 0.820, Loss: 0.217
Epoch 5 Batch 359/538 - Train Accuracy: 0.832, Validation Accuracy: 0.824, Loss: 0.220
Epoch 5 Batch 360/538 - Train Accuracy: 0.800, Validation Accuracy: 0.817, Loss: 0.231
Epoch 5 Batch 361/538 - Train Accuracy: 0.836, Validation Accuracy: 0.819, Loss: 0.210
Epoch 5 Batch 362/538 - Train Accuracy: 0.840, Validation Accuracy: 0.814, Loss: 0.203
Epoch 5 Batch 363/538 - Train Accuracy: 0.828, Validation Accuracy: 0.811, Loss: 0.214
Epoch 5 Batch 364/538 - Train Accuracy: 0.812, Validation Accuracy: 0.807, Loss: 0.245
Epoch 5 Batch 365/538 - Train Accuracy: 0.815, Validation Accuracy: 0.815, Loss: 0.228
Epoch 5 Batch 366/538 - Train Accuracy: 0.858, Validation Accuracy: 0.820, Loss: 0.216
Epoch 5 Batch 367/538 - Train Accuracy: 0.841, Validation Accuracy: 0.814, Loss: 0.212
Epoch 5 Batch 368/538 - Train Accuracy: 0.828, Validation Accuracy: 0.810, Loss: 0.202
Epoch 5 Batch 369/538 - Train Accuracy: 0.826, Validation Accuracy: 0.812, Loss: 0.216
Epoch 5 Batch 370/538 - Train Accuracy: 0.823, Validation Accuracy: 0.816, Loss: 0.238
Epoch 5 Batch 371/538 - Train Accuracy: 0.821, Validation Accuracy: 0.829, Loss: 0.218
Epoch 5 Batch 372/538 - Train Accuracy: 0.839, Validation Accuracy: 0.822, Loss: 0.220
Epoch 5 Batch 373/538 - Train Accuracy: 0.818, Validation Accuracy: 0.821, Loss: 0.206
Epoch 5 Batch 374/538 - Train Accuracy: 0.824, Validation Accuracy: 0.810, Loss: 0.228
Epoch 5 Batch 375/538 - Train Accuracy: 0.826, Validation Accuracy: 0.812, Loss: 0.202
Epoch 5 Batch 376/538 - Train Accuracy: 0.818, Validation Accuracy: 0.805, Loss: 0.228
Epoch 5 Batch 377/538 - Train Accuracy: 0.814, Validation Accuracy: 0.813, Loss: 0.224
Epoch 5 Batch 378/538 - Train Accuracy: 0.828, Validation Accuracy: 0.816, Loss: 0.222
Epoch 5 Batch 379/538 - Train Accuracy: 0.841, Validation Accuracy: 0.822, Loss: 0.220
Epoch 5 Batch 380/538 - Train Accuracy: 0.827, Validation Accuracy: 0.817, Loss: 0.212
Epoch 5 Batch 381/538 - Train Accuracy: 0.852, Validation Accuracy: 0.820, Loss: 0.213
Epoch 5 Batch 382/538 - Train Accuracy: 0.813, Validation Accuracy: 0.831, Loss: 0.228
Epoch 5 Batch 383/538 - Train Accuracy: 0.838, Validation Accuracy: 0.832, Loss: 0.217
Epoch 5 Batch 384/538 - Train Accuracy: 0.829, Validation Accuracy: 0.824, Loss: 0.215
Epoch 5 Batch 385/538 - Train Accuracy: 0.818, Validation Accuracy: 0.823, Loss: 0.226
Epoch 5 Batch 386/538 - Train Accuracy: 0.822, Validation Accuracy: 0.829, Loss: 0.235
Epoch 5 Batch 387/538 - Train Accuracy: 0.823, Validation Accuracy: 0.828, Loss: 0.227
Epoch 5 Batch 388/538 - Train Accuracy: 0.833, Validation Accuracy: 0.818, Loss: 0.216
Epoch 5 Batch 389/538 - Train Accuracy: 0.815, Validation Accuracy: 0.821, Loss: 0.246
Epoch 5 Batch 390/538 - Train Accuracy: 0.847, Validation Accuracy: 0.817, Loss: 0.205
Epoch 5 Batch 391/538 - Train Accuracy: 0.817, Validation Accuracy: 0.815, Loss: 0.226
Epoch 5 Batch 392/538 - Train Accuracy: 0.815, Validation Accuracy: 0.826, Loss: 0.211
Epoch 5 Batch 393/538 - Train Accuracy: 0.849, Validation Accuracy: 0.828, Loss: 0.202
Epoch 5 Batch 394/538 - Train Accuracy: 0.786, Validation Accuracy: 0.820, Loss: 0.226
Epoch 5 Batch 395/538 - Train Accuracy: 0.802, Validation Accuracy: 0.818, Loss: 0.251
Epoch 5 Batch 396/538 - Train Accuracy: 0.797, Validation Accuracy: 0.828, Loss: 0.218
Epoch 5 Batch 397/538 - Train Accuracy: 0.831, Validation Accuracy: 0.824, Loss: 0.227
Epoch 5 Batch 398/538 - Train Accuracy: 0.822, Validation Accuracy: 0.826, Loss: 0.231
Epoch 5 Batch 399/538 - Train Accuracy: 0.808, Validation Accuracy: 0.829, Loss: 0.251
Epoch 5 Batch 400/538 - Train Accuracy: 0.823, Validation Accuracy: 0.829, Loss: 0.225
Epoch 5 Batch 401/538 - Train Accuracy: 0.834, Validation Accuracy: 0.824, Loss: 0.231
Epoch 5 Batch 402/538 - Train Accuracy: 0.806, Validation Accuracy: 0.827, Loss: 0.215
Epoch 5 Batch 403/538 - Train Accuracy: 0.829, Validation Accuracy: 0.825, Loss: 0.224
Epoch 5 Batch 404/538 - Train Accuracy: 0.822, Validation Accuracy: 0.827, Loss: 0.224
Epoch 5 Batch 405/538 - Train Accuracy: 0.821, Validation Accuracy: 0.821, Loss: 0.217
Epoch 5 Batch 406/538 - Train Accuracy: 0.836, Validation Accuracy: 0.818, Loss: 0.214
Epoch 5 Batch 407/538 - Train Accuracy: 0.850, Validation Accuracy: 0.812, Loss: 0.233
Epoch 5 Batch 408/538 - Train Accuracy: 0.794, Validation Accuracy: 0.808, Loss: 0.231
Epoch 5 Batch 409/538 - Train Accuracy: 0.808, Validation Accuracy: 0.802, Loss: 0.224
Epoch 5 Batch 410/538 - Train Accuracy: 0.836, Validation Accuracy: 0.824, Loss: 0.236
Epoch 5 Batch 411/538 - Train Accuracy: 0.836, Validation Accuracy: 0.827, Loss: 0.209
Epoch 5 Batch 412/538 - Train Accuracy: 0.838, Validation Accuracy: 0.825, Loss: 0.217
Epoch 5 Batch 413/538 - Train Accuracy: 0.809, Validation Accuracy: 0.823, Loss: 0.233
Epoch 5 Batch 414/538 - Train Accuracy: 0.806, Validation Accuracy: 0.813, Loss: 0.235
Epoch 5 Batch 415/538 - Train Accuracy: 0.815, Validation Accuracy: 0.819, Loss: 0.232
Epoch 5 Batch 416/538 - Train Accuracy: 0.836, Validation Accuracy: 0.816, Loss: 0.214
Epoch 5 Batch 417/538 - Train Accuracy: 0.829, Validation Accuracy: 0.820, Loss: 0.229
Epoch 5 Batch 418/538 - Train Accuracy: 0.827, Validation Accuracy: 0.827, Loss: 0.233
Epoch 5 Batch 419/538 - Train Accuracy: 0.834, Validation Accuracy: 0.825, Loss: 0.209
Epoch 5 Batch 420/538 - Train Accuracy: 0.843, Validation Accuracy: 0.830, Loss: 0.221
Epoch 5 Batch 421/538 - Train Accuracy: 0.825, Validation Accuracy: 0.828, Loss: 0.206
Epoch 5 Batch 422/538 - Train Accuracy: 0.829, Validation Accuracy: 0.830, Loss: 0.229
Epoch 5 Batch 423/538 - Train Accuracy: 0.865, Validation Accuracy: 0.820, Loss: 0.221
Epoch 5 Batch 424/538 - Train Accuracy: 0.802, Validation Accuracy: 0.821, Loss: 0.227
Epoch 5 Batch 425/538 - Train Accuracy: 0.820, Validation Accuracy: 0.824, Loss: 0.234
Epoch 5 Batch 426/538 - Train Accuracy: 0.829, Validation Accuracy: 0.826, Loss: 0.214
Epoch 5 Batch 427/538 - Train Accuracy: 0.809, Validation Accuracy: 0.824, Loss: 0.230
Epoch 5 Batch 428/538 - Train Accuracy: 0.821, Validation Accuracy: 0.821, Loss: 0.211
Epoch 5 Batch 429/538 - Train Accuracy: 0.825, Validation Accuracy: 0.818, Loss: 0.221
Epoch 5 Batch 430/538 - Train Accuracy: 0.851, Validation Accuracy: 0.811, Loss: 0.221
Epoch 5 Batch 431/538 - Train Accuracy: 0.825, Validation Accuracy: 0.809, Loss: 0.210
Epoch 5 Batch 432/538 - Train Accuracy: 0.835, Validation Accuracy: 0.807, Loss: 0.214
Epoch 5 Batch 433/538 - Train Accuracy: 0.828, Validation Accuracy: 0.807, Loss: 0.248
Epoch 5 Batch 434/538 - Train Accuracy: 0.815, Validation Accuracy: 0.811, Loss: 0.230
Epoch 5 Batch 435/538 - Train Accuracy: 0.815, Validation Accuracy: 0.811, Loss: 0.213
Epoch 5 Batch 436/538 - Train Accuracy: 0.798, Validation Accuracy: 0.813, Loss: 0.234
Epoch 5 Batch 437/538 - Train Accuracy: 0.814, Validation Accuracy: 0.811, Loss: 0.229
Epoch 5 Batch 438/538 - Train Accuracy: 0.834, Validation Accuracy: 0.813, Loss: 0.204
Epoch 5 Batch 439/538 - Train Accuracy: 0.843, Validation Accuracy: 0.815, Loss: 0.222
Epoch 5 Batch 440/538 - Train Accuracy: 0.818, Validation Accuracy: 0.824, Loss: 0.240
Epoch 5 Batch 441/538 - Train Accuracy: 0.781, Validation Accuracy: 0.821, Loss: 0.247
Epoch 5 Batch 442/538 - Train Accuracy: 0.840, Validation Accuracy: 0.823, Loss: 0.199
Epoch 5 Batch 443/538 - Train Accuracy: 0.851, Validation Accuracy: 0.819, Loss: 0.221
Epoch 5 Batch 444/538 - Train Accuracy: 0.866, Validation Accuracy: 0.820, Loss: 0.214
Epoch 5 Batch 445/538 - Train Accuracy: 0.855, Validation Accuracy: 0.817, Loss: 0.200
Epoch 5 Batch 446/538 - Train Accuracy: 0.831, Validation Accuracy: 0.813, Loss: 0.224
Epoch 5 Batch 447/538 - Train Accuracy: 0.792, Validation Accuracy: 0.818, Loss: 0.224
Epoch 5 Batch 448/538 - Train Accuracy: 0.837, Validation Accuracy: 0.822, Loss: 0.203
Epoch 5 Batch 449/538 - Train Accuracy: 0.833, Validation Accuracy: 0.820, Loss: 0.226
Epoch 5 Batch 450/538 - Train Accuracy: 0.818, Validation Accuracy: 0.820, Loss: 0.239
Epoch 5 Batch 451/538 - Train Accuracy: 0.830, Validation Accuracy: 0.818, Loss: 0.223
Epoch 5 Batch 452/538 - Train Accuracy: 0.833, Validation Accuracy: 0.820, Loss: 0.200
Epoch 5 Batch 453/538 - Train Accuracy: 0.820, Validation Accuracy: 0.827, Loss: 0.224
Epoch 5 Batch 454/538 - Train Accuracy: 0.823, Validation Accuracy: 0.825, Loss: 0.218
Epoch 5 Batch 455/538 - Train Accuracy: 0.837, Validation Accuracy: 0.824, Loss: 0.204
Epoch 5 Batch 456/538 - Train Accuracy: 0.852, Validation Accuracy: 0.825, Loss: 0.216
Epoch 5 Batch 457/538 - Train Accuracy: 0.774, Validation Accuracy: 0.823, Loss: 0.239
Epoch 5 Batch 458/538 - Train Accuracy: 0.812, Validation Accuracy: 0.822, Loss: 0.214
Epoch 5 Batch 459/538 - Train Accuracy: 0.835, Validation Accuracy: 0.822, Loss: 0.209
Epoch 5 Batch 460/538 - Train Accuracy: 0.796, Validation Accuracy: 0.830, Loss: 0.225
Epoch 5 Batch 461/538 - Train Accuracy: 0.823, Validation Accuracy: 0.838, Loss: 0.237
Epoch 5 Batch 462/538 - Train Accuracy: 0.817, Validation Accuracy: 0.830, Loss: 0.208
Epoch 5 Batch 463/538 - Train Accuracy: 0.825, Validation Accuracy: 0.830, Loss: 0.226
Epoch 5 Batch 464/538 - Train Accuracy: 0.825, Validation Accuracy: 0.822, Loss: 0.224
Epoch 5 Batch 465/538 - Train Accuracy: 0.836, Validation Accuracy: 0.824, Loss: 0.219
Epoch 5 Batch 466/538 - Train Accuracy: 0.803, Validation Accuracy: 0.822, Loss: 0.227
Epoch 5 Batch 467/538 - Train Accuracy: 0.813, Validation Accuracy: 0.825, Loss: 0.222
Epoch 5 Batch 468/538 - Train Accuracy: 0.837, Validation Accuracy: 0.826, Loss: 0.225
Epoch 5 Batch 469/538 - Train Accuracy: 0.828, Validation Accuracy: 0.825, Loss: 0.219
Epoch 5 Batch 470/538 - Train Accuracy: 0.838, Validation Accuracy: 0.825, Loss: 0.213
Epoch 5 Batch 471/538 - Train Accuracy: 0.818, Validation Accuracy: 0.824, Loss: 0.208
Epoch 5 Batch 472/538 - Train Accuracy: 0.843, Validation Accuracy: 0.821, Loss: 0.206
Epoch 5 Batch 473/538 - Train Accuracy: 0.814, Validation Accuracy: 0.811, Loss: 0.221
Epoch 5 Batch 474/538 - Train Accuracy: 0.844, Validation Accuracy: 0.808, Loss: 0.196
Epoch 5 Batch 475/538 - Train Accuracy: 0.842, Validation Accuracy: 0.809, Loss: 0.201
Epoch 5 Batch 476/538 - Train Accuracy: 0.800, Validation Accuracy: 0.810, Loss: 0.215
Epoch 5 Batch 477/538 - Train Accuracy: 0.811, Validation Accuracy: 0.812, Loss: 0.232
Epoch 5 Batch 478/538 - Train Accuracy: 0.854, Validation Accuracy: 0.817, Loss: 0.207
Epoch 5 Batch 479/538 - Train Accuracy: 0.835, Validation Accuracy: 0.820, Loss: 0.201
Epoch 5 Batch 480/538 - Train Accuracy: 0.845, Validation Accuracy: 0.821, Loss: 0.213
Epoch 5 Batch 481/538 - Train Accuracy: 0.854, Validation Accuracy: 0.822, Loss: 0.208
Epoch 5 Batch 482/538 - Train Accuracy: 0.846, Validation Accuracy: 0.824, Loss: 0.198
Epoch 5 Batch 483/538 - Train Accuracy: 0.784, Validation Accuracy: 0.817, Loss: 0.233
Epoch 5 Batch 484/538 - Train Accuracy: 0.830, Validation Accuracy: 0.817, Loss: 0.225
Epoch 5 Batch 485/538 - Train Accuracy: 0.822, Validation Accuracy: 0.819, Loss: 0.223
Epoch 5 Batch 486/538 - Train Accuracy: 0.825, Validation Accuracy: 0.813, Loss: 0.206
Epoch 5 Batch 487/538 - Train Accuracy: 0.827, Validation Accuracy: 0.816, Loss: 0.206
Epoch 5 Batch 488/538 - Train Accuracy: 0.828, Validation Accuracy: 0.815, Loss: 0.216
Epoch 5 Batch 489/538 - Train Accuracy: 0.792, Validation Accuracy: 0.817, Loss: 0.230
Epoch 5 Batch 490/538 - Train Accuracy: 0.824, Validation Accuracy: 0.821, Loss: 0.211
Epoch 5 Batch 491/538 - Train Accuracy: 0.792, Validation Accuracy: 0.821, Loss: 0.230
Epoch 5 Batch 492/538 - Train Accuracy: 0.823, Validation Accuracy: 0.824, Loss: 0.214
Epoch 5 Batch 493/538 - Train Accuracy: 0.830, Validation Accuracy: 0.833, Loss: 0.207
Epoch 5 Batch 494/538 - Train Accuracy: 0.827, Validation Accuracy: 0.830, Loss: 0.235
Epoch 5 Batch 495/538 - Train Accuracy: 0.818, Validation Accuracy: 0.823, Loss: 0.224
Epoch 5 Batch 496/538 - Train Accuracy: 0.812, Validation Accuracy: 0.828, Loss: 0.205
Epoch 5 Batch 497/538 - Train Accuracy: 0.827, Validation Accuracy: 0.829, Loss: 0.217
Epoch 5 Batch 498/538 - Train Accuracy: 0.815, Validation Accuracy: 0.822, Loss: 0.207
Epoch 5 Batch 499/538 - Train Accuracy: 0.852, Validation Accuracy: 0.822, Loss: 0.213
Epoch 5 Batch 500/538 - Train Accuracy: 0.848, Validation Accuracy: 0.824, Loss: 0.189
Epoch 5 Batch 501/538 - Train Accuracy: 0.846, Validation Accuracy: 0.826, Loss: 0.219
Epoch 5 Batch 502/538 - Train Accuracy: 0.823, Validation Accuracy: 0.832, Loss: 0.205
Epoch 5 Batch 503/538 - Train Accuracy: 0.849, Validation Accuracy: 0.825, Loss: 0.214
Epoch 5 Batch 504/538 - Train Accuracy: 0.834, Validation Accuracy: 0.818, Loss: 0.199
Epoch 5 Batch 505/538 - Train Accuracy: 0.825, Validation Accuracy: 0.822, Loss: 0.193
Epoch 5 Batch 506/538 - Train Accuracy: 0.845, Validation Accuracy: 0.825, Loss: 0.219
Epoch 5 Batch 507/538 - Train Accuracy: 0.783, Validation Accuracy: 0.825, Loss: 0.236
Epoch 5 Batch 508/538 - Train Accuracy: 0.812, Validation Accuracy: 0.830, Loss: 0.209
Epoch 5 Batch 509/538 - Train Accuracy: 0.824, Validation Accuracy: 0.827, Loss: 0.221
Epoch 5 Batch 510/538 - Train Accuracy: 0.830, Validation Accuracy: 0.825, Loss: 0.209
Epoch 5 Batch 511/538 - Train Accuracy: 0.842, Validation Accuracy: 0.811, Loss: 0.202
Epoch 5 Batch 512/538 - Train Accuracy: 0.833, Validation Accuracy: 0.808, Loss: 0.222
Epoch 5 Batch 513/538 - Train Accuracy: 0.815, Validation Accuracy: 0.826, Loss: 0.213
Epoch 5 Batch 514/538 - Train Accuracy: 0.813, Validation Accuracy: 0.822, Loss: 0.213
Epoch 5 Batch 515/538 - Train Accuracy: 0.834, Validation Accuracy: 0.818, Loss: 0.229
Epoch 5 Batch 516/538 - Train Accuracy: 0.815, Validation Accuracy: 0.813, Loss: 0.216
Epoch 5 Batch 517/538 - Train Accuracy: 0.854, Validation Accuracy: 0.817, Loss: 0.202
Epoch 5 Batch 518/538 - Train Accuracy: 0.817, Validation Accuracy: 0.821, Loss: 0.213
Epoch 5 Batch 519/538 - Train Accuracy: 0.851, Validation Accuracy: 0.818, Loss: 0.211
Epoch 5 Batch 520/538 - Train Accuracy: 0.823, Validation Accuracy: 0.818, Loss: 0.213
Epoch 5 Batch 521/538 - Train Accuracy: 0.812, Validation Accuracy: 0.818, Loss: 0.229
Epoch 5 Batch 522/538 - Train Accuracy: 0.813, Validation Accuracy: 0.819, Loss: 0.212
Epoch 5 Batch 523/538 - Train Accuracy: 0.812, Validation Accuracy: 0.830, Loss: 0.212
Epoch 5 Batch 524/538 - Train Accuracy: 0.840, Validation Accuracy: 0.832, Loss: 0.209
Epoch 5 Batch 525/538 - Train Accuracy: 0.849, Validation Accuracy: 0.827, Loss: 0.214
Epoch 5 Batch 526/538 - Train Accuracy: 0.816, Validation Accuracy: 0.824, Loss: 0.215
Epoch 5 Batch 527/538 - Train Accuracy: 0.844, Validation Accuracy: 0.816, Loss: 0.218
Epoch 5 Batch 528/538 - Train Accuracy: 0.810, Validation Accuracy: 0.819, Loss: 0.234
Epoch 5 Batch 529/538 - Train Accuracy: 0.812, Validation Accuracy: 0.831, Loss: 0.220
Epoch 5 Batch 530/538 - Train Accuracy: 0.821, Validation Accuracy: 0.836, Loss: 0.222
Epoch 5 Batch 531/538 - Train Accuracy: 0.824, Validation Accuracy: 0.832, Loss: 0.225
Epoch 5 Batch 532/538 - Train Accuracy: 0.842, Validation Accuracy: 0.831, Loss: 0.206
Epoch 5 Batch 533/538 - Train Accuracy: 0.849, Validation Accuracy: 0.837, Loss: 0.225
Epoch 5 Batch 534/538 - Train Accuracy: 0.817, Validation Accuracy: 0.835, Loss: 0.196
Epoch 5 Batch 535/538 - Train Accuracy: 0.824, Validation Accuracy: 0.831, Loss: 0.200
Epoch 5 Batch 536/538 - Train Accuracy: 0.854, Validation Accuracy: 0.824, Loss: 0.228
Epoch 6 Batch 0/538 - Train Accuracy: 0.849, Validation Accuracy: 0.833, Loss: 0.213
Epoch 6 Batch 1/538 - Train Accuracy: 0.840, Validation Accuracy: 0.830, Loss: 0.215
Epoch 6 Batch 2/538 - Train Accuracy: 0.835, Validation Accuracy: 0.830, Loss: 0.221
Epoch 6 Batch 3/538 - Train Accuracy: 0.826, Validation Accuracy: 0.839, Loss: 0.205
Epoch 6 Batch 4/538 - Train Accuracy: 0.841, Validation Accuracy: 0.837, Loss: 0.215
Epoch 6 Batch 5/538 - Train Accuracy: 0.831, Validation Accuracy: 0.831, Loss: 0.225
Epoch 6 Batch 6/538 - Train Accuracy: 0.826, Validation Accuracy: 0.828, Loss: 0.217
Epoch 6 Batch 7/538 - Train Accuracy: 0.850, Validation Accuracy: 0.827, Loss: 0.207
Epoch 6 Batch 8/538 - Train Accuracy: 0.847, Validation Accuracy: 0.827, Loss: 0.216
Epoch 6 Batch 9/538 - Train Accuracy: 0.834, Validation Accuracy: 0.820, Loss: 0.204
Epoch 6 Batch 10/538 - Train Accuracy: 0.828, Validation Accuracy: 0.822, Loss: 0.232
Epoch 6 Batch 11/538 - Train Accuracy: 0.841, Validation Accuracy: 0.824, Loss: 0.205
Epoch 6 Batch 12/538 - Train Accuracy: 0.825, Validation Accuracy: 0.828, Loss: 0.209
Epoch 6 Batch 13/538 - Train Accuracy: 0.859, Validation Accuracy: 0.825, Loss: 0.194
Epoch 6 Batch 14/538 - Train Accuracy: 0.809, Validation Accuracy: 0.831, Loss: 0.209
Epoch 6 Batch 15/538 - Train Accuracy: 0.840, Validation Accuracy: 0.832, Loss: 0.207
Epoch 6 Batch 16/538 - Train Accuracy: 0.848, Validation Accuracy: 0.826, Loss: 0.216
Epoch 6 Batch 17/538 - Train Accuracy: 0.834, Validation Accuracy: 0.828, Loss: 0.204
Epoch 6 Batch 18/538 - Train Accuracy: 0.806, Validation Accuracy: 0.826, Loss: 0.229
Epoch 6 Batch 19/538 - Train Accuracy: 0.803, Validation Accuracy: 0.835, Loss: 0.215
Epoch 6 Batch 20/538 - Train Accuracy: 0.844, Validation Accuracy: 0.831, Loss: 0.212
Epoch 6 Batch 21/538 - Train Accuracy: 0.849, Validation Accuracy: 0.828, Loss: 0.197
Epoch 6 Batch 22/538 - Train Accuracy: 0.827, Validation Accuracy: 0.824, Loss: 0.211
Epoch 6 Batch 23/538 - Train Accuracy: 0.821, Validation Accuracy: 0.820, Loss: 0.231
Epoch 6 Batch 24/538 - Train Accuracy: 0.828, Validation Accuracy: 0.814, Loss: 0.210
Epoch 6 Batch 25/538 - Train Accuracy: 0.812, Validation Accuracy: 0.817, Loss: 0.210
Epoch 6 Batch 26/538 - Train Accuracy: 0.814, Validation Accuracy: 0.823, Loss: 0.222
Epoch 6 Batch 27/538 - Train Accuracy: 0.832, Validation Accuracy: 0.829, Loss: 0.195
Epoch 6 Batch 28/538 - Train Accuracy: 0.823, Validation Accuracy: 0.831, Loss: 0.197
Epoch 6 Batch 29/538 - Train Accuracy: 0.830, Validation Accuracy: 0.831, Loss: 0.189
Epoch 6 Batch 30/538 - Train Accuracy: 0.802, Validation Accuracy: 0.831, Loss: 0.224
Epoch 6 Batch 31/538 - Train Accuracy: 0.828, Validation Accuracy: 0.827, Loss: 0.198
Epoch 6 Batch 32/538 - Train Accuracy: 0.818, Validation Accuracy: 0.828, Loss: 0.194
Epoch 6 Batch 33/538 - Train Accuracy: 0.831, Validation Accuracy: 0.831, Loss: 0.215
Epoch 6 Batch 34/538 - Train Accuracy: 0.838, Validation Accuracy: 0.824, Loss: 0.231
Epoch 6 Batch 35/538 - Train Accuracy: 0.868, Validation Accuracy: 0.825, Loss: 0.198
Epoch 6 Batch 36/538 - Train Accuracy: 0.829, Validation Accuracy: 0.824, Loss: 0.184
Epoch 6 Batch 37/538 - Train Accuracy: 0.849, Validation Accuracy: 0.831, Loss: 0.217
Epoch 6 Batch 38/538 - Train Accuracy: 0.819, Validation Accuracy: 0.837, Loss: 0.209
Epoch 6 Batch 39/538 - Train Accuracy: 0.840, Validation Accuracy: 0.832, Loss: 0.203
Epoch 6 Batch 40/538 - Train Accuracy: 0.842, Validation Accuracy: 0.832, Loss: 0.180
Epoch 6 Batch 41/538 - Train Accuracy: 0.857, Validation Accuracy: 0.836, Loss: 0.207
Epoch 6 Batch 42/538 - Train Accuracy: 0.866, Validation Accuracy: 0.834, Loss: 0.202
Epoch 6 Batch 43/538 - Train Accuracy: 0.807, Validation Accuracy: 0.834, Loss: 0.235
Epoch 6 Batch 44/538 - Train Accuracy: 0.813, Validation Accuracy: 0.833, Loss: 0.229
Epoch 6 Batch 45/538 - Train Accuracy: 0.818, Validation Accuracy: 0.832, Loss: 0.198
Epoch 6 Batch 46/538 - Train Accuracy: 0.851, Validation Accuracy: 0.835, Loss: 0.192
Epoch 6 Batch 47/538 - Train Accuracy: 0.831, Validation Accuracy: 0.834, Loss: 0.208
Epoch 6 Batch 48/538 - Train Accuracy: 0.834, Validation Accuracy: 0.837, Loss: 0.202
Epoch 6 Batch 49/538 - Train Accuracy: 0.837, Validation Accuracy: 0.837, Loss: 0.227
Epoch 6 Batch 50/538 - Train Accuracy: 0.842, Validation Accuracy: 0.837, Loss: 0.198
Epoch 6 Batch 51/538 - Train Accuracy: 0.810, Validation Accuracy: 0.832, Loss: 0.241
Epoch 6 Batch 52/538 - Train Accuracy: 0.839, Validation Accuracy: 0.833, Loss: 0.218
Epoch 6 Batch 53/538 - Train Accuracy: 0.840, Validation Accuracy: 0.832, Loss: 0.199
Epoch 6 Batch 54/538 - Train Accuracy: 0.835, Validation Accuracy: 0.832, Loss: 0.203
Epoch 6 Batch 55/538 - Train Accuracy: 0.824, Validation Accuracy: 0.828, Loss: 0.207
Epoch 6 Batch 56/538 - Train Accuracy: 0.820, Validation Accuracy: 0.828, Loss: 0.201
Epoch 6 Batch 57/538 - Train Accuracy: 0.784, Validation Accuracy: 0.823, Loss: 0.230
Epoch 6 Batch 58/538 - Train Accuracy: 0.805, Validation Accuracy: 0.824, Loss: 0.216
Epoch 6 Batch 59/538 - Train Accuracy: 0.849, Validation Accuracy: 0.828, Loss: 0.209
Epoch 6 Batch 60/538 - Train Accuracy: 0.825, Validation Accuracy: 0.833, Loss: 0.198
Epoch 6 Batch 61/538 - Train Accuracy: 0.839, Validation Accuracy: 0.843, Loss: 0.212
Epoch 6 Batch 62/538 - Train Accuracy: 0.852, Validation Accuracy: 0.840, Loss: 0.190
Epoch 6 Batch 63/538 - Train Accuracy: 0.874, Validation Accuracy: 0.835, Loss: 0.188
Epoch 6 Batch 64/538 - Train Accuracy: 0.850, Validation Accuracy: 0.836, Loss: 0.197
Epoch 6 Batch 65/538 - Train Accuracy: 0.821, Validation Accuracy: 0.837, Loss: 0.207
Epoch 6 Batch 66/538 - Train Accuracy: 0.837, Validation Accuracy: 0.838, Loss: 0.187
Epoch 6 Batch 67/538 - Train Accuracy: 0.855, Validation Accuracy: 0.834, Loss: 0.210
Epoch 6 Batch 68/538 - Train Accuracy: 0.859, Validation Accuracy: 0.839, Loss: 0.180
Epoch 6 Batch 69/538 - Train Accuracy: 0.826, Validation Accuracy: 0.844, Loss: 0.214
Epoch 6 Batch 70/538 - Train Accuracy: 0.839, Validation Accuracy: 0.841, Loss: 0.209
Epoch 6 Batch 71/538 - Train Accuracy: 0.831, Validation Accuracy: 0.840, Loss: 0.222
Epoch 6 Batch 72/538 - Train Accuracy: 0.860, Validation Accuracy: 0.839, Loss: 0.221
Epoch 6 Batch 73/538 - Train Accuracy: 0.814, Validation Accuracy: 0.838, Loss: 0.208
Epoch 6 Batch 74/538 - Train Accuracy: 0.841, Validation Accuracy: 0.847, Loss: 0.203
Epoch 6 Batch 75/538 - Train Accuracy: 0.836, Validation Accuracy: 0.841, Loss: 0.194
Epoch 6 Batch 76/538 - Train Accuracy: 0.839, Validation Accuracy: 0.835, Loss: 0.215
Epoch 6 Batch 77/538 - Train Accuracy: 0.856, Validation Accuracy: 0.835, Loss: 0.207
Epoch 6 Batch 78/538 - Train Accuracy: 0.860, Validation Accuracy: 0.834, Loss: 0.214
Epoch 6 Batch 79/538 - Train Accuracy: 0.839, Validation Accuracy: 0.831, Loss: 0.189
Epoch 6 Batch 80/538 - Train Accuracy: 0.837, Validation Accuracy: 0.830, Loss: 0.219
Epoch 6 Batch 81/538 - Train Accuracy: 0.817, Validation Accuracy: 0.836, Loss: 0.205
Epoch 6 Batch 82/538 - Train Accuracy: 0.839, Validation Accuracy: 0.838, Loss: 0.199
Epoch 6 Batch 83/538 - Train Accuracy: 0.818, Validation Accuracy: 0.844, Loss: 0.212
Epoch 6 Batch 84/538 - Train Accuracy: 0.832, Validation Accuracy: 0.841, Loss: 0.204
Epoch 6 Batch 85/538 - Train Accuracy: 0.849, Validation Accuracy: 0.833, Loss: 0.182
Epoch 6 Batch 86/538 - Train Accuracy: 0.847, Validation Accuracy: 0.835, Loss: 0.201
Epoch 6 Batch 87/538 - Train Accuracy: 0.837, Validation Accuracy: 0.830, Loss: 0.198
Epoch 6 Batch 88/538 - Train Accuracy: 0.845, Validation Accuracy: 0.830, Loss: 0.201
Epoch 6 Batch 89/538 - Train Accuracy: 0.832, Validation Accuracy: 0.831, Loss: 0.204
Epoch 6 Batch 90/538 - Train Accuracy: 0.839, Validation Accuracy: 0.830, Loss: 0.227
Epoch 6 Batch 91/538 - Train Accuracy: 0.838, Validation Accuracy: 0.829, Loss: 0.203
Epoch 6 Batch 92/538 - Train Accuracy: 0.837, Validation Accuracy: 0.830, Loss: 0.215
Epoch 6 Batch 93/538 - Train Accuracy: 0.827, Validation Accuracy: 0.837, Loss: 0.194
Epoch 6 Batch 94/538 - Train Accuracy: 0.840, Validation Accuracy: 0.836, Loss: 0.201
Epoch 6 Batch 95/538 - Train Accuracy: 0.848, Validation Accuracy: 0.833, Loss: 0.193
Epoch 6 Batch 96/538 - Train Accuracy: 0.858, Validation Accuracy: 0.826, Loss: 0.181
Epoch 6 Batch 97/538 - Train Accuracy: 0.841, Validation Accuracy: 0.829, Loss: 0.203
Epoch 6 Batch 98/538 - Train Accuracy: 0.850, Validation Accuracy: 0.829, Loss: 0.202
Epoch 6 Batch 99/538 - Train Accuracy: 0.839, Validation Accuracy: 0.827, Loss: 0.197
Epoch 6 Batch 100/538 - Train Accuracy: 0.836, Validation Accuracy: 0.828, Loss: 0.201
Epoch 6 Batch 101/538 - Train Accuracy: 0.829, Validation Accuracy: 0.832, Loss: 0.218
Epoch 6 Batch 102/538 - Train Accuracy: 0.845, Validation Accuracy: 0.832, Loss: 0.215
Epoch 6 Batch 103/538 - Train Accuracy: 0.857, Validation Accuracy: 0.839, Loss: 0.207
Epoch 6 Batch 104/538 - Train Accuracy: 0.832, Validation Accuracy: 0.838, Loss: 0.197
Epoch 6 Batch 105/538 - Train Accuracy: 0.836, Validation Accuracy: 0.828, Loss: 0.190
Epoch 6 Batch 106/538 - Train Accuracy: 0.834, Validation Accuracy: 0.829, Loss: 0.191
Epoch 6 Batch 107/538 - Train Accuracy: 0.826, Validation Accuracy: 0.824, Loss: 0.220
Epoch 6 Batch 108/538 - Train Accuracy: 0.837, Validation Accuracy: 0.824, Loss: 0.196
Epoch 6 Batch 109/538 - Train Accuracy: 0.866, Validation Accuracy: 0.825, Loss: 0.191
Epoch 6 Batch 110/538 - Train Accuracy: 0.847, Validation Accuracy: 0.838, Loss: 0.203
Epoch 6 Batch 111/538 - Train Accuracy: 0.849, Validation Accuracy: 0.839, Loss: 0.198
Epoch 6 Batch 112/538 - Train Accuracy: 0.844, Validation Accuracy: 0.838, Loss: 0.212
Epoch 6 Batch 113/538 - Train Accuracy: 0.846, Validation Accuracy: 0.837, Loss: 0.206
Epoch 6 Batch 114/538 - Train Accuracy: 0.845, Validation Accuracy: 0.836, Loss: 0.200
Epoch 6 Batch 115/538 - Train Accuracy: 0.830, Validation Accuracy: 0.839, Loss: 0.225
Epoch 6 Batch 116/538 - Train Accuracy: 0.828, Validation Accuracy: 0.839, Loss: 0.222
Epoch 6 Batch 117/538 - Train Accuracy: 0.834, Validation Accuracy: 0.837, Loss: 0.206
Epoch 6 Batch 118/538 - Train Accuracy: 0.841, Validation Accuracy: 0.838, Loss: 0.192
Epoch 6 Batch 119/538 - Train Accuracy: 0.858, Validation Accuracy: 0.831, Loss: 0.182
Epoch 6 Batch 120/538 - Train Accuracy: 0.849, Validation Accuracy: 0.827, Loss: 0.189
Epoch 6 Batch 121/538 - Train Accuracy: 0.826, Validation Accuracy: 0.826, Loss: 0.200
Epoch 6 Batch 122/538 - Train Accuracy: 0.826, Validation Accuracy: 0.823, Loss: 0.189
Epoch 6 Batch 123/538 - Train Accuracy: 0.854, Validation Accuracy: 0.825, Loss: 0.182
Epoch 6 Batch 124/538 - Train Accuracy: 0.815, Validation Accuracy: 0.827, Loss: 0.197
Epoch 6 Batch 125/538 - Train Accuracy: 0.840, Validation Accuracy: 0.827, Loss: 0.205
Epoch 6 Batch 126/538 - Train Accuracy: 0.839, Validation Accuracy: 0.825, Loss: 0.197
Epoch 6 Batch 127/538 - Train Accuracy: 0.831, Validation Accuracy: 0.820, Loss: 0.225
Epoch 6 Batch 128/538 - Train Accuracy: 0.876, Validation Accuracy: 0.826, Loss: 0.206
Epoch 6 Batch 129/538 - Train Accuracy: 0.835, Validation Accuracy: 0.826, Loss: 0.195
Epoch 6 Batch 130/538 - Train Accuracy: 0.839, Validation Accuracy: 0.824, Loss: 0.204
Epoch 6 Batch 131/538 - Train Accuracy: 0.833, Validation Accuracy: 0.829, Loss: 0.205
Epoch 6 Batch 132/538 - Train Accuracy: 0.829, Validation Accuracy: 0.830, Loss: 0.215
Epoch 6 Batch 133/538 - Train Accuracy: 0.849, Validation Accuracy: 0.839, Loss: 0.180
Epoch 6 Batch 134/538 - Train Accuracy: 0.826, Validation Accuracy: 0.832, Loss: 0.229
Epoch 6 Batch 135/538 - Train Accuracy: 0.822, Validation Accuracy: 0.832, Loss: 0.226
Epoch 6 Batch 136/538 - Train Accuracy: 0.841, Validation Accuracy: 0.830, Loss: 0.208
Epoch 6 Batch 137/538 - Train Accuracy: 0.811, Validation Accuracy: 0.831, Loss: 0.231
Epoch 6 Batch 138/538 - Train Accuracy: 0.802, Validation Accuracy: 0.827, Loss: 0.196
Epoch 6 Batch 139/538 - Train Accuracy: 0.831, Validation Accuracy: 0.830, Loss: 0.222
Epoch 6 Batch 140/538 - Train Accuracy: 0.827, Validation Accuracy: 0.827, Loss: 0.226
Epoch 6 Batch 141/538 - Train Accuracy: 0.848, Validation Accuracy: 0.835, Loss: 0.215
Epoch 6 Batch 142/538 - Train Accuracy: 0.856, Validation Accuracy: 0.836, Loss: 0.198
Epoch 6 Batch 143/538 - Train Accuracy: 0.842, Validation Accuracy: 0.838, Loss: 0.204
Epoch 6 Batch 144/538 - Train Accuracy: 0.837, Validation Accuracy: 0.838, Loss: 0.217
Epoch 6 Batch 145/538 - Train Accuracy: 0.826, Validation Accuracy: 0.834, Loss: 0.211
Epoch 6 Batch 146/538 - Train Accuracy: 0.836, Validation Accuracy: 0.841, Loss: 0.206
Epoch 6 Batch 147/538 - Train Accuracy: 0.837, Validation Accuracy: 0.835, Loss: 0.208
Epoch 6 Batch 148/538 - Train Accuracy: 0.805, Validation Accuracy: 0.838, Loss: 0.232
Epoch 6 Batch 149/538 - Train Accuracy: 0.848, Validation Accuracy: 0.835, Loss: 0.202
Epoch 6 Batch 150/538 - Train Accuracy: 0.832, Validation Accuracy: 0.830, Loss: 0.185
Epoch 6 Batch 151/538 - Train Accuracy: 0.830, Validation Accuracy: 0.835, Loss: 0.187
Epoch 6 Batch 152/538 - Train Accuracy: 0.850, Validation Accuracy: 0.837, Loss: 0.205
Epoch 6 Batch 153/538 - Train Accuracy: 0.825, Validation Accuracy: 0.837, Loss: 0.203
Epoch 6 Batch 154/538 - Train Accuracy: 0.821, Validation Accuracy: 0.843, Loss: 0.204
Epoch 6 Batch 155/538 - Train Accuracy: 0.826, Validation Accuracy: 0.836, Loss: 0.210
Epoch 6 Batch 156/538 - Train Accuracy: 0.846, Validation Accuracy: 0.836, Loss: 0.190
Epoch 6 Batch 157/538 - Train Accuracy: 0.844, Validation Accuracy: 0.833, Loss: 0.195
Epoch 6 Batch 158/538 - Train Accuracy: 0.840, Validation Accuracy: 0.827, Loss: 0.213
Epoch 6 Batch 159/538 - Train Accuracy: 0.852, Validation Accuracy: 0.833, Loss: 0.210
Epoch 6 Batch 160/538 - Train Accuracy: 0.811, Validation Accuracy: 0.838, Loss: 0.186
Epoch 6 Batch 161/538 - Train Accuracy: 0.829, Validation Accuracy: 0.837, Loss: 0.200
Epoch 6 Batch 162/538 - Train Accuracy: 0.844, Validation Accuracy: 0.842, Loss: 0.193
Epoch 6 Batch 163/538 - Train Accuracy: 0.838, Validation Accuracy: 0.843, Loss: 0.212
Epoch 6 Batch 164/538 - Train Accuracy: 0.828, Validation Accuracy: 0.849, Loss: 0.222
Epoch 6 Batch 165/538 - Train Accuracy: 0.847, Validation Accuracy: 0.842, Loss: 0.180
Epoch 6 Batch 166/538 - Train Accuracy: 0.850, Validation Accuracy: 0.838, Loss: 0.191
Epoch 6 Batch 167/538 - Train Accuracy: 0.841, Validation Accuracy: 0.833, Loss: 0.203
Epoch 6 Batch 168/538 - Train Accuracy: 0.824, Validation Accuracy: 0.834, Loss: 0.226
Epoch 6 Batch 169/538 - Train Accuracy: 0.843, Validation Accuracy: 0.830, Loss: 0.198
Epoch 6 Batch 170/538 - Train Accuracy: 0.838, Validation Accuracy: 0.844, Loss: 0.214
Epoch 6 Batch 171/538 - Train Accuracy: 0.858, Validation Accuracy: 0.846, Loss: 0.192
Epoch 6 Batch 172/538 - Train Accuracy: 0.860, Validation Accuracy: 0.848, Loss: 0.200
Epoch 6 Batch 173/538 - Train Accuracy: 0.840, Validation Accuracy: 0.848, Loss: 0.188
Epoch 6 Batch 174/538 - Train Accuracy: 0.791, Validation Accuracy: 0.849, Loss: 0.203
Epoch 6 Batch 175/538 - Train Accuracy: 0.822, Validation Accuracy: 0.842, Loss: 0.209
Epoch 6 Batch 176/538 - Train Accuracy: 0.832, Validation Accuracy: 0.833, Loss: 0.220
Epoch 6 Batch 177/538 - Train Accuracy: 0.820, Validation Accuracy: 0.836, Loss: 0.206
Epoch 6 Batch 178/538 - Train Accuracy: 0.821, Validation Accuracy: 0.843, Loss: 0.193
Epoch 6 Batch 179/538 - Train Accuracy: 0.840, Validation Accuracy: 0.850, Loss: 0.203
Epoch 6 Batch 180/538 - Train Accuracy: 0.862, Validation Accuracy: 0.852, Loss: 0.206
Epoch 6 Batch 181/538 - Train Accuracy: 0.826, Validation Accuracy: 0.855, Loss: 0.232
Epoch 6 Batch 182/538 - Train Accuracy: 0.839, Validation Accuracy: 0.853, Loss: 0.180
Epoch 6 Batch 183/538 - Train Accuracy: 0.879, Validation Accuracy: 0.850, Loss: 0.181
Epoch 6 Batch 184/538 - Train Accuracy: 0.839, Validation Accuracy: 0.846, Loss: 0.202
Epoch 6 Batch 185/538 - Train Accuracy: 0.860, Validation Accuracy: 0.842, Loss: 0.180
Epoch 6 Batch 186/538 - Train Accuracy: 0.811, Validation Accuracy: 0.846, Loss: 0.192
Epoch 6 Batch 187/538 - Train Accuracy: 0.851, Validation Accuracy: 0.849, Loss: 0.201
Epoch 6 Batch 188/538 - Train Accuracy: 0.832, Validation Accuracy: 0.847, Loss: 0.200
Epoch 6 Batch 189/538 - Train Accuracy: 0.833, Validation Accuracy: 0.847, Loss: 0.190
Epoch 6 Batch 190/538 - Train Accuracy: 0.851, Validation Accuracy: 0.841, Loss: 0.224
Epoch 6 Batch 191/538 - Train Accuracy: 0.841, Validation Accuracy: 0.840, Loss: 0.188
Epoch 6 Batch 192/538 - Train Accuracy: 0.842, Validation Accuracy: 0.840, Loss: 0.201
Epoch 6 Batch 193/538 - Train Accuracy: 0.846, Validation Accuracy: 0.837, Loss: 0.190
Epoch 6 Batch 194/538 - Train Accuracy: 0.817, Validation Accuracy: 0.841, Loss: 0.209
Epoch 6 Batch 195/538 - Train Accuracy: 0.841, Validation Accuracy: 0.838, Loss: 0.197
Epoch 6 Batch 196/538 - Train Accuracy: 0.850, Validation Accuracy: 0.837, Loss: 0.201
Epoch 6 Batch 197/538 - Train Accuracy: 0.837, Validation Accuracy: 0.832, Loss: 0.200
Epoch 6 Batch 198/538 - Train Accuracy: 0.864, Validation Accuracy: 0.830, Loss: 0.185
Epoch 6 Batch 199/538 - Train Accuracy: 0.847, Validation Accuracy: 0.830, Loss: 0.202
Epoch 6 Batch 200/538 - Train Accuracy: 0.858, Validation Accuracy: 0.836, Loss: 0.190
Epoch 6 Batch 201/538 - Train Accuracy: 0.841, Validation Accuracy: 0.841, Loss: 0.198
Epoch 6 Batch 202/538 - Train Accuracy: 0.864, Validation Accuracy: 0.842, Loss: 0.185
Epoch 6 Batch 203/538 - Train Accuracy: 0.829, Validation Accuracy: 0.844, Loss: 0.226
Epoch 6 Batch 204/538 - Train Accuracy: 0.824, Validation Accuracy: 0.842, Loss: 0.210
Epoch 6 Batch 205/538 - Train Accuracy: 0.859, Validation Accuracy: 0.844, Loss: 0.178
Epoch 6 Batch 206/538 - Train Accuracy: 0.813, Validation Accuracy: 0.842, Loss: 0.197
Epoch 6 Batch 207/538 - Train Accuracy: 0.856, Validation Accuracy: 0.838, Loss: 0.195
Epoch 6 Batch 208/538 - Train Accuracy: 0.819, Validation Accuracy: 0.840, Loss: 0.215
Epoch 6 Batch 209/538 - Train Accuracy: 0.862, Validation Accuracy: 0.839, Loss: 0.184
Epoch 6 Batch 210/538 - Train Accuracy: 0.830, Validation Accuracy: 0.836, Loss: 0.198
Epoch 6 Batch 211/538 - Train Accuracy: 0.837, Validation Accuracy: 0.832, Loss: 0.205
Epoch 6 Batch 212/538 - Train Accuracy: 0.837, Validation Accuracy: 0.840, Loss: 0.197
Epoch 6 Batch 213/538 - Train Accuracy: 0.837, Validation Accuracy: 0.840, Loss: 0.192
Epoch 6 Batch 214/538 - Train Accuracy: 0.837, Validation Accuracy: 0.832, Loss: 0.186
Epoch 6 Batch 215/538 - Train Accuracy: 0.850, Validation Accuracy: 0.834, Loss: 0.199
Epoch 6 Batch 216/538 - Train Accuracy: 0.868, Validation Accuracy: 0.841, Loss: 0.200
Epoch 6 Batch 217/538 - Train Accuracy: 0.862, Validation Accuracy: 0.841, Loss: 0.202
Epoch 6 Batch 218/538 - Train Accuracy: 0.824, Validation Accuracy: 0.840, Loss: 0.200
Epoch 6 Batch 219/538 - Train Accuracy: 0.815, Validation Accuracy: 0.835, Loss: 0.217
Epoch 6 Batch 220/538 - Train Accuracy: 0.834, Validation Accuracy: 0.828, Loss: 0.190
Epoch 6 Batch 221/538 - Train Accuracy: 0.828, Validation Accuracy: 0.825, Loss: 0.189
Epoch 6 Batch 222/538 - Train Accuracy: 0.836, Validation Accuracy: 0.823, Loss: 0.190
Epoch 6 Batch 223/538 - Train Accuracy: 0.826, Validation Accuracy: 0.825, Loss: 0.216
Epoch 6 Batch 224/538 - Train Accuracy: 0.843, Validation Accuracy: 0.830, Loss: 0.209
Epoch 6 Batch 225/538 - Train Accuracy: 0.852, Validation Accuracy: 0.843, Loss: 0.202
Epoch 6 Batch 226/538 - Train Accuracy: 0.850, Validation Accuracy: 0.845, Loss: 0.188
Epoch 6 Batch 227/538 - Train Accuracy: 0.846, Validation Accuracy: 0.844, Loss: 0.188
Epoch 6 Batch 228/538 - Train Accuracy: 0.845, Validation Accuracy: 0.843, Loss: 0.204
Epoch 6 Batch 229/538 - Train Accuracy: 0.851, Validation Accuracy: 0.839, Loss: 0.191
Epoch 6 Batch 230/538 - Train Accuracy: 0.838, Validation Accuracy: 0.840, Loss: 0.198
Epoch 6 Batch 231/538 - Train Accuracy: 0.834, Validation Accuracy: 0.837, Loss: 0.206
Epoch 6 Batch 232/538 - Train Accuracy: 0.814, Validation Accuracy: 0.839, Loss: 0.205
Epoch 6 Batch 233/538 - Train Accuracy: 0.872, Validation Accuracy: 0.839, Loss: 0.211
Epoch 6 Batch 234/538 - Train Accuracy: 0.821, Validation Accuracy: 0.838, Loss: 0.212
Epoch 6 Batch 235/538 - Train Accuracy: 0.858, Validation Accuracy: 0.828, Loss: 0.188
Epoch 6 Batch 236/538 - Train Accuracy: 0.829, Validation Accuracy: 0.826, Loss: 0.209
Epoch 6 Batch 237/538 - Train Accuracy: 0.829, Validation Accuracy: 0.823, Loss: 0.196
Epoch 6 Batch 238/538 - Train Accuracy: 0.870, Validation Accuracy: 0.833, Loss: 0.192
Epoch 6 Batch 239/538 - Train Accuracy: 0.848, Validation Accuracy: 0.839, Loss: 0.210
Epoch 6 Batch 240/538 - Train Accuracy: 0.829, Validation Accuracy: 0.837, Loss: 0.205
Epoch 6 Batch 241/538 - Train Accuracy: 0.827, Validation Accuracy: 0.832, Loss: 0.203
Epoch 6 Batch 242/538 - Train Accuracy: 0.859, Validation Accuracy: 0.830, Loss: 0.203
Epoch 6 Batch 243/538 - Train Accuracy: 0.845, Validation Accuracy: 0.835, Loss: 0.193
Epoch 6 Batch 244/538 - Train Accuracy: 0.841, Validation Accuracy: 0.835, Loss: 0.191
Epoch 6 Batch 245/538 - Train Accuracy: 0.836, Validation Accuracy: 0.834, Loss: 0.205
Epoch 6 Batch 246/538 - Train Accuracy: 0.851, Validation Accuracy: 0.842, Loss: 0.187
Epoch 6 Batch 247/538 - Train Accuracy: 0.809, Validation Accuracy: 0.843, Loss: 0.195
Epoch 6 Batch 248/538 - Train Accuracy: 0.853, Validation Accuracy: 0.840, Loss: 0.199
Epoch 6 Batch 249/538 - Train Accuracy: 0.862, Validation Accuracy: 0.841, Loss: 0.183
Epoch 6 Batch 250/538 - Train Accuracy: 0.860, Validation Accuracy: 0.842, Loss: 0.190
Epoch 6 Batch 251/538 - Train Accuracy: 0.820, Validation Accuracy: 0.838, Loss: 0.192
Epoch 6 Batch 252/538 - Train Accuracy: 0.849, Validation Accuracy: 0.832, Loss: 0.179
Epoch 6 Batch 253/538 - Train Accuracy: 0.823, Validation Accuracy: 0.828, Loss: 0.191
Epoch 6 Batch 254/538 - Train Accuracy: 0.813, Validation Accuracy: 0.832, Loss: 0.211
Epoch 6 Batch 255/538 - Train Accuracy: 0.841, Validation Accuracy: 0.838, Loss: 0.185
Epoch 6 Batch 256/538 - Train Accuracy: 0.823, Validation Accuracy: 0.825, Loss: 0.206
Epoch 6 Batch 257/538 - Train Accuracy: 0.848, Validation Accuracy: 0.832, Loss: 0.191
Epoch 6 Batch 258/538 - Train Accuracy: 0.852, Validation Accuracy: 0.838, Loss: 0.186
Epoch 6 Batch 259/538 - Train Accuracy: 0.871, Validation Accuracy: 0.835, Loss: 0.195
Epoch 6 Batch 260/538 - Train Accuracy: 0.814, Validation Accuracy: 0.835, Loss: 0.197
Epoch 6 Batch 261/538 - Train Accuracy: 0.841, Validation Accuracy: 0.842, Loss: 0.208
Epoch 6 Batch 262/538 - Train Accuracy: 0.882, Validation Accuracy: 0.843, Loss: 0.187
Epoch 6 Batch 263/538 - Train Accuracy: 0.854, Validation Accuracy: 0.843, Loss: 0.187
Epoch 6 Batch 264/538 - Train Accuracy: 0.818, Validation Accuracy: 0.846, Loss: 0.200
Epoch 6 Batch 265/538 - Train Accuracy: 0.817, Validation Accuracy: 0.848, Loss: 0.202
Epoch 6 Batch 266/538 - Train Accuracy: 0.839, Validation Accuracy: 0.854, Loss: 0.192
Epoch 6 Batch 267/538 - Train Accuracy: 0.861, Validation Accuracy: 0.857, Loss: 0.194
Epoch 6 Batch 268/538 - Train Accuracy: 0.837, Validation Accuracy: 0.853, Loss: 0.186
Epoch 6 Batch 269/538 - Train Accuracy: 0.859, Validation Accuracy: 0.850, Loss: 0.202
Epoch 6 Batch 270/538 - Train Accuracy: 0.852, Validation Accuracy: 0.843, Loss: 0.195
Epoch 6 Batch 271/538 - Train Accuracy: 0.839, Validation Accuracy: 0.847, Loss: 0.199
Epoch 6 Batch 272/538 - Train Accuracy: 0.828, Validation Accuracy: 0.848, Loss: 0.213
Epoch 6 Batch 273/538 - Train Accuracy: 0.836, Validation Accuracy: 0.857, Loss: 0.206
Epoch 6 Batch 274/538 - Train Accuracy: 0.815, Validation Accuracy: 0.856, Loss: 0.218
Epoch 6 Batch 275/538 - Train Accuracy: 0.828, Validation Accuracy: 0.854, Loss: 0.206
Epoch 6 Batch 276/538 - Train Accuracy: 0.841, Validation Accuracy: 0.846, Loss: 0.221
Epoch 6 Batch 277/538 - Train Accuracy: 0.821, Validation Accuracy: 0.839, Loss: 0.195
Epoch 6 Batch 278/538 - Train Accuracy: 0.858, Validation Accuracy: 0.838, Loss: 0.190
Epoch 6 Batch 279/538 - Train Accuracy: 0.855, Validation Accuracy: 0.842, Loss: 0.193
Epoch 6 Batch 280/538 - Train Accuracy: 0.868, Validation Accuracy: 0.841, Loss: 0.185
Epoch 6 Batch 281/538 - Train Accuracy: 0.832, Validation Accuracy: 0.840, Loss: 0.211
Epoch 6 Batch 282/538 - Train Accuracy: 0.838, Validation Accuracy: 0.841, Loss: 0.209
Epoch 6 Batch 283/538 - Train Accuracy: 0.855, Validation Accuracy: 0.840, Loss: 0.195
Epoch 6 Batch 284/538 - Train Accuracy: 0.835, Validation Accuracy: 0.830, Loss: 0.215
Epoch 6 Batch 285/538 - Train Accuracy: 0.850, Validation Accuracy: 0.835, Loss: 0.186
Epoch 6 Batch 286/538 - Train Accuracy: 0.840, Validation Accuracy: 0.830, Loss: 0.205
Epoch 6 Batch 287/538 - Train Accuracy: 0.841, Validation Accuracy: 0.835, Loss: 0.179
Epoch 6 Batch 288/538 - Train Accuracy: 0.809, Validation Accuracy: 0.836, Loss: 0.219
Epoch 6 Batch 289/538 - Train Accuracy: 0.859, Validation Accuracy: 0.841, Loss: 0.182
Epoch 6 Batch 290/538 - Train Accuracy: 0.846, Validation Accuracy: 0.847, Loss: 0.187
Epoch 6 Batch 291/538 - Train Accuracy: 0.826, Validation Accuracy: 0.847, Loss: 0.200
Epoch 6 Batch 292/538 - Train Accuracy: 0.857, Validation Accuracy: 0.854, Loss: 0.175
Epoch 6 Batch 293/538 - Train Accuracy: 0.858, Validation Accuracy: 0.854, Loss: 0.182
Epoch 6 Batch 294/538 - Train Accuracy: 0.833, Validation Accuracy: 0.852, Loss: 0.203
Epoch 6 Batch 295/538 - Train Accuracy: 0.860, Validation Accuracy: 0.840, Loss: 0.191
Epoch 6 Batch 296/538 - Train Accuracy: 0.818, Validation Accuracy: 0.842, Loss: 0.198
Epoch 6 Batch 297/538 - Train Accuracy: 0.833, Validation Accuracy: 0.849, Loss: 0.201
Epoch 6 Batch 298/538 - Train Accuracy: 0.809, Validation Accuracy: 0.854, Loss: 0.188
Epoch 6 Batch 299/538 - Train Accuracy: 0.831, Validation Accuracy: 0.851, Loss: 0.215
Epoch 6 Batch 300/538 - Train Accuracy: 0.845, Validation Accuracy: 0.852, Loss: 0.191
Epoch 6 Batch 301/538 - Train Accuracy: 0.839, Validation Accuracy: 0.853, Loss: 0.191
Epoch 6 Batch 302/538 - Train Accuracy: 0.857, Validation Accuracy: 0.850, Loss: 0.193
Epoch 6 Batch 303/538 - Train Accuracy: 0.872, Validation Accuracy: 0.848, Loss: 0.192
Epoch 6 Batch 304/538 - Train Accuracy: 0.844, Validation Accuracy: 0.851, Loss: 0.208
Epoch 6 Batch 305/538 - Train Accuracy: 0.869, Validation Accuracy: 0.847, Loss: 0.191
Epoch 6 Batch 306/538 - Train Accuracy: 0.850, Validation Accuracy: 0.845, Loss: 0.197
Epoch 6 Batch 307/538 - Train Accuracy: 0.846, Validation Accuracy: 0.841, Loss: 0.188
Epoch 6 Batch 308/538 - Train Accuracy: 0.856, Validation Accuracy: 0.843, Loss: 0.190
Epoch 6 Batch 309/538 - Train Accuracy: 0.834, Validation Accuracy: 0.842, Loss: 0.188
Epoch 6 Batch 310/538 - Train Accuracy: 0.855, Validation Accuracy: 0.843, Loss: 0.198
Epoch 6 Batch 311/538 - Train Accuracy: 0.831, Validation Accuracy: 0.841, Loss: 0.185
Epoch 6 Batch 312/538 - Train Accuracy: 0.852, Validation Accuracy: 0.843, Loss: 0.181
Epoch 6 Batch 313/538 - Train Accuracy: 0.857, Validation Accuracy: 0.840, Loss: 0.195
Epoch 6 Batch 314/538 - Train Accuracy: 0.848, Validation Accuracy: 0.843, Loss: 0.186
Epoch 6 Batch 315/538 - Train Accuracy: 0.859, Validation Accuracy: 0.845, Loss: 0.190
Epoch 6 Batch 316/538 - Train Accuracy: 0.852, Validation Accuracy: 0.850, Loss: 0.178
Epoch 6 Batch 317/538 - Train Accuracy: 0.816, Validation Accuracy: 0.849, Loss: 0.196
Epoch 6 Batch 318/538 - Train Accuracy: 0.856, Validation Accuracy: 0.851, Loss: 0.185
Epoch 6 Batch 319/538 - Train Accuracy: 0.861, Validation Accuracy: 0.846, Loss: 0.182
Epoch 6 Batch 320/538 - Train Accuracy: 0.855, Validation Accuracy: 0.859, Loss: 0.178
Epoch 6 Batch 321/538 - Train Accuracy: 0.863, Validation Accuracy: 0.860, Loss: 0.176
Epoch 6 Batch 322/538 - Train Accuracy: 0.852, Validation Accuracy: 0.857, Loss: 0.196
Epoch 6 Batch 323/538 - Train Accuracy: 0.858, Validation Accuracy: 0.858, Loss: 0.186
Epoch 6 Batch 324/538 - Train Accuracy: 0.833, Validation Accuracy: 0.865, Loss: 0.190
Epoch 6 Batch 325/538 - Train Accuracy: 0.846, Validation Accuracy: 0.859, Loss: 0.180
Epoch 6 Batch 326/538 - Train Accuracy: 0.841, Validation Accuracy: 0.859, Loss: 0.197
Epoch 6 Batch 327/538 - Train Accuracy: 0.837, Validation Accuracy: 0.858, Loss: 0.205
Epoch 6 Batch 328/538 - Train Accuracy: 0.855, Validation Accuracy: 0.850, Loss: 0.179
Epoch 6 Batch 329/538 - Train Accuracy: 0.874, Validation Accuracy: 0.854, Loss: 0.184
Epoch 6 Batch 330/538 - Train Accuracy: 0.866, Validation Accuracy: 0.860, Loss: 0.176
Epoch 6 Batch 331/538 - Train Accuracy: 0.852, Validation Accuracy: 0.858, Loss: 0.178
Epoch 6 Batch 332/538 - Train Accuracy: 0.826, Validation Accuracy: 0.859, Loss: 0.190
Epoch 6 Batch 333/538 - Train Accuracy: 0.838, Validation Accuracy: 0.851, Loss: 0.195
Epoch 6 Batch 334/538 - Train Accuracy: 0.859, Validation Accuracy: 0.847, Loss: 0.187
Epoch 6 Batch 335/538 - Train Accuracy: 0.846, Validation Accuracy: 0.853, Loss: 0.205
Epoch 6 Batch 336/538 - Train Accuracy: 0.847, Validation Accuracy: 0.858, Loss: 0.181
Epoch 6 Batch 337/538 - Train Accuracy: 0.845, Validation Accuracy: 0.858, Loss: 0.197
Epoch 6 Batch 338/538 - Train Accuracy: 0.837, Validation Accuracy: 0.866, Loss: 0.196
Epoch 6 Batch 339/538 - Train Accuracy: 0.838, Validation Accuracy: 0.859, Loss: 0.181
Epoch 6 Batch 340/538 - Train Accuracy: 0.859, Validation Accuracy: 0.854, Loss: 0.192
Epoch 6 Batch 341/538 - Train Accuracy: 0.855, Validation Accuracy: 0.858, Loss: 0.183
Epoch 6 Batch 342/538 - Train Accuracy: 0.844, Validation Accuracy: 0.858, Loss: 0.185
Epoch 6 Batch 343/538 - Train Accuracy: 0.857, Validation Accuracy: 0.856, Loss: 0.193
Epoch 6 Batch 344/538 - Train Accuracy: 0.855, Validation Accuracy: 0.858, Loss: 0.189
Epoch 6 Batch 345/538 - Train Accuracy: 0.850, Validation Accuracy: 0.854, Loss: 0.188
Epoch 6 Batch 346/538 - Train Accuracy: 0.842, Validation Accuracy: 0.853, Loss: 0.212
Epoch 6 Batch 347/538 - Train Accuracy: 0.837, Validation Accuracy: 0.852, Loss: 0.183
Epoch 6 Batch 348/538 - Train Accuracy: 0.840, Validation Accuracy: 0.844, Loss: 0.173
Epoch 6 Batch 349/538 - Train Accuracy: 0.863, Validation Accuracy: 0.847, Loss: 0.187
Epoch 6 Batch 350/538 - Train Accuracy: 0.844, Validation Accuracy: 0.844, Loss: 0.219
Epoch 6 Batch 351/538 - Train Accuracy: 0.849, Validation Accuracy: 0.843, Loss: 0.213
Epoch 6 Batch 352/538 - Train Accuracy: 0.861, Validation Accuracy: 0.847, Loss: 0.204
Epoch 6 Batch 353/538 - Train Accuracy: 0.850, Validation Accuracy: 0.845, Loss: 0.199
Epoch 6 Batch 354/538 - Train Accuracy: 0.833, Validation Accuracy: 0.844, Loss: 0.207
Epoch 6 Batch 355/538 - Train Accuracy: 0.854, Validation Accuracy: 0.846, Loss: 0.206
Epoch 6 Batch 356/538 - Train Accuracy: 0.861, Validation Accuracy: 0.848, Loss: 0.185
Epoch 6 Batch 357/538 - Train Accuracy: 0.854, Validation Accuracy: 0.846, Loss: 0.188
Epoch 6 Batch 358/538 - Train Accuracy: 0.852, Validation Accuracy: 0.840, Loss: 0.187
Epoch 6 Batch 359/538 - Train Accuracy: 0.849, Validation Accuracy: 0.843, Loss: 0.186
Epoch 6 Batch 360/538 - Train Accuracy: 0.808, Validation Accuracy: 0.839, Loss: 0.203
Epoch 6 Batch 361/538 - Train Accuracy: 0.860, Validation Accuracy: 0.835, Loss: 0.180
Epoch 6 Batch 362/538 - Train Accuracy: 0.860, Validation Accuracy: 0.834, Loss: 0.168
Epoch 6 Batch 363/538 - Train Accuracy: 0.856, Validation Accuracy: 0.837, Loss: 0.185
Epoch 6 Batch 364/538 - Train Accuracy: 0.821, Validation Accuracy: 0.841, Loss: 0.219
Epoch 6 Batch 365/538 - Train Accuracy: 0.841, Validation Accuracy: 0.847, Loss: 0.187
Epoch 6 Batch 366/538 - Train Accuracy: 0.867, Validation Accuracy: 0.848, Loss: 0.193
Epoch 6 Batch 367/538 - Train Accuracy: 0.858, Validation Accuracy: 0.840, Loss: 0.182
Epoch 6 Batch 368/538 - Train Accuracy: 0.848, Validation Accuracy: 0.832, Loss: 0.170
Epoch 6 Batch 369/538 - Train Accuracy: 0.835, Validation Accuracy: 0.840, Loss: 0.185
Epoch 6 Batch 370/538 - Train Accuracy: 0.848, Validation Accuracy: 0.844, Loss: 0.200
Epoch 6 Batch 371/538 - Train Accuracy: 0.848, Validation Accuracy: 0.858, Loss: 0.189
Epoch 6 Batch 372/538 - Train Accuracy: 0.861, Validation Accuracy: 0.858, Loss: 0.182
Epoch 6 Batch 373/538 - Train Accuracy: 0.841, Validation Accuracy: 0.860, Loss: 0.178
Epoch 6 Batch 374/538 - Train Accuracy: 0.852, Validation Accuracy: 0.862, Loss: 0.204
Epoch 6 Batch 375/538 - Train Accuracy: 0.853, Validation Accuracy: 0.857, Loss: 0.169
Epoch 6 Batch 376/538 - Train Accuracy: 0.849, Validation Accuracy: 0.842, Loss: 0.206
Epoch 6 Batch 377/538 - Train Accuracy: 0.842, Validation Accuracy: 0.844, Loss: 0.193
Epoch 6 Batch 378/538 - Train Accuracy: 0.853, Validation Accuracy: 0.840, Loss: 0.178
Epoch 6 Batch 379/538 - Train Accuracy: 0.863, Validation Accuracy: 0.854, Loss: 0.187
Epoch 6 Batch 380/538 - Train Accuracy: 0.852, Validation Accuracy: 0.854, Loss: 0.188
Epoch 6 Batch 381/538 - Train Accuracy: 0.858, Validation Accuracy: 0.847, Loss: 0.187
Epoch 6 Batch 382/538 - Train Accuracy: 0.847, Validation Accuracy: 0.854, Loss: 0.191
Epoch 6 Batch 383/538 - Train Accuracy: 0.858, Validation Accuracy: 0.848, Loss: 0.190
Epoch 6 Batch 384/538 - Train Accuracy: 0.867, Validation Accuracy: 0.854, Loss: 0.191
Epoch 6 Batch 385/538 - Train Accuracy: 0.842, Validation Accuracy: 0.851, Loss: 0.199
Epoch 6 Batch 386/538 - Train Accuracy: 0.840, Validation Accuracy: 0.847, Loss: 0.195
Epoch 6 Batch 387/538 - Train Accuracy: 0.830, Validation Accuracy: 0.854, Loss: 0.187
Epoch 6 Batch 388/538 - Train Accuracy: 0.847, Validation Accuracy: 0.856, Loss: 0.186
Epoch 6 Batch 389/538 - Train Accuracy: 0.837, Validation Accuracy: 0.854, Loss: 0.212
Epoch 6 Batch 390/538 - Train Accuracy: 0.870, Validation Accuracy: 0.852, Loss: 0.175
Epoch 6 Batch 391/538 - Train Accuracy: 0.855, Validation Accuracy: 0.855, Loss: 0.188
Epoch 6 Batch 392/538 - Train Accuracy: 0.833, Validation Accuracy: 0.856, Loss: 0.182
Epoch 6 Batch 393/538 - Train Accuracy: 0.866, Validation Accuracy: 0.851, Loss: 0.174
Epoch 6 Batch 394/538 - Train Accuracy: 0.812, Validation Accuracy: 0.855, Loss: 0.191
Epoch 6 Batch 395/538 - Train Accuracy: 0.829, Validation Accuracy: 0.853, Loss: 0.198
Epoch 6 Batch 396/538 - Train Accuracy: 0.808, Validation Accuracy: 0.852, Loss: 0.195
Epoch 6 Batch 397/538 - Train Accuracy: 0.850, Validation Accuracy: 0.847, Loss: 0.199
Epoch 6 Batch 398/538 - Train Accuracy: 0.830, Validation Accuracy: 0.850, Loss: 0.184
Epoch 6 Batch 399/538 - Train Accuracy: 0.835, Validation Accuracy: 0.846, Loss: 0.206
Epoch 6 Batch 400/538 - Train Accuracy: 0.847, Validation Accuracy: 0.847, Loss: 0.189
Epoch 6 Batch 401/538 - Train Accuracy: 0.861, Validation Accuracy: 0.850, Loss: 0.194
Epoch 6 Batch 402/538 - Train Accuracy: 0.832, Validation Accuracy: 0.849, Loss: 0.182
Epoch 6 Batch 403/538 - Train Accuracy: 0.846, Validation Accuracy: 0.853, Loss: 0.186
Epoch 6 Batch 404/538 - Train Accuracy: 0.854, Validation Accuracy: 0.845, Loss: 0.193
Epoch 6 Batch 405/538 - Train Accuracy: 0.853, Validation Accuracy: 0.848, Loss: 0.188
Epoch 6 Batch 406/538 - Train Accuracy: 0.873, Validation Accuracy: 0.848, Loss: 0.187
Epoch 6 Batch 407/538 - Train Accuracy: 0.872, Validation Accuracy: 0.844, Loss: 0.190
Epoch 6 Batch 408/538 - Train Accuracy: 0.833, Validation Accuracy: 0.843, Loss: 0.198
Epoch 6 Batch 409/538 - Train Accuracy: 0.836, Validation Accuracy: 0.846, Loss: 0.191
Epoch 6 Batch 410/538 - Train Accuracy: 0.852, Validation Accuracy: 0.842, Loss: 0.198
Epoch 6 Batch 411/538 - Train Accuracy: 0.849, Validation Accuracy: 0.837, Loss: 0.184
Epoch 6 Batch 412/538 - Train Accuracy: 0.857, Validation Accuracy: 0.838, Loss: 0.182
Epoch 6 Batch 413/538 - Train Accuracy: 0.841, Validation Accuracy: 0.836, Loss: 0.183
Epoch 6 Batch 414/538 - Train Accuracy: 0.809, Validation Accuracy: 0.839, Loss: 0.197
Epoch 6 Batch 415/538 - Train Accuracy: 0.844, Validation Accuracy: 0.846, Loss: 0.201
Epoch 6 Batch 416/538 - Train Accuracy: 0.839, Validation Accuracy: 0.845, Loss: 0.177
Epoch 6 Batch 417/538 - Train Accuracy: 0.848, Validation Accuracy: 0.845, Loss: 0.202
Epoch 6 Batch 418/538 - Train Accuracy: 0.856, Validation Accuracy: 0.839, Loss: 0.187
Epoch 6 Batch 419/538 - Train Accuracy: 0.854, Validation Accuracy: 0.852, Loss: 0.170
Epoch 6 Batch 420/538 - Train Accuracy: 0.863, Validation Accuracy: 0.849, Loss: 0.184
Epoch 6 Batch 421/538 - Train Accuracy: 0.834, Validation Accuracy: 0.852, Loss: 0.164
Epoch 6 Batch 422/538 - Train Accuracy: 0.842, Validation Accuracy: 0.854, Loss: 0.189
Epoch 6 Batch 423/538 - Train Accuracy: 0.876, Validation Accuracy: 0.857, Loss: 0.179
Epoch 6 Batch 424/538 - Train Accuracy: 0.826, Validation Accuracy: 0.851, Loss: 0.187
Epoch 6 Batch 425/538 - Train Accuracy: 0.842, Validation Accuracy: 0.857, Loss: 0.196
Epoch 6 Batch 426/538 - Train Accuracy: 0.858, Validation Accuracy: 0.858, Loss: 0.183
Epoch 6 Batch 427/538 - Train Accuracy: 0.829, Validation Accuracy: 0.866, Loss: 0.201
Epoch 6 Batch 428/538 - Train Accuracy: 0.840, Validation Accuracy: 0.868, Loss: 0.178
Epoch 6 Batch 429/538 - Train Accuracy: 0.854, Validation Accuracy: 0.863, Loss: 0.188
Epoch 6 Batch 430/538 - Train Accuracy: 0.867, Validation Accuracy: 0.865, Loss: 0.177
Epoch 6 Batch 431/538 - Train Accuracy: 0.848, Validation Accuracy: 0.858, Loss: 0.181
Epoch 6 Batch 432/538 - Train Accuracy: 0.857, Validation Accuracy: 0.850, Loss: 0.180
Epoch 6 Batch 433/538 - Train Accuracy: 0.855, Validation Accuracy: 0.850, Loss: 0.222
Epoch 6 Batch 434/538 - Train Accuracy: 0.830, Validation Accuracy: 0.849, Loss: 0.194
Epoch 6 Batch 435/538 - Train Accuracy: 0.834, Validation Accuracy: 0.845, Loss: 0.194
Epoch 6 Batch 436/538 - Train Accuracy: 0.823, Validation Accuracy: 0.843, Loss: 0.192
Epoch 6 Batch 437/538 - Train Accuracy: 0.835, Validation Accuracy: 0.844, Loss: 0.195
Epoch 6 Batch 438/538 - Train Accuracy: 0.846, Validation Accuracy: 0.841, Loss: 0.173
Epoch 6 Batch 439/538 - Train Accuracy: 0.867, Validation Accuracy: 0.846, Loss: 0.184
Epoch 6 Batch 440/538 - Train Accuracy: 0.838, Validation Accuracy: 0.844, Loss: 0.201
Epoch 6 Batch 441/538 - Train Accuracy: 0.811, Validation Accuracy: 0.836, Loss: 0.203
Epoch 6 Batch 442/538 - Train Accuracy: 0.847, Validation Accuracy: 0.842, Loss: 0.162
Epoch 6 Batch 443/538 - Train Accuracy: 0.855, Validation Accuracy: 0.842, Loss: 0.189
Epoch 6 Batch 444/538 - Train Accuracy: 0.882, Validation Accuracy: 0.836, Loss: 0.175
Epoch 6 Batch 445/538 - Train Accuracy: 0.871, Validation Accuracy: 0.841, Loss: 0.169
Epoch 6 Batch 446/538 - Train Accuracy: 0.853, Validation Accuracy: 0.846, Loss: 0.178
Epoch 6 Batch 447/538 - Train Accuracy: 0.820, Validation Accuracy: 0.849, Loss: 0.181
Epoch 6 Batch 448/538 - Train Accuracy: 0.851, Validation Accuracy: 0.846, Loss: 0.176
Epoch 6 Batch 449/538 - Train Accuracy: 0.863, Validation Accuracy: 0.852, Loss: 0.198
Epoch 6 Batch 450/538 - Train Accuracy: 0.857, Validation Accuracy: 0.851, Loss: 0.200
Epoch 6 Batch 451/538 - Train Accuracy: 0.843, Validation Accuracy: 0.845, Loss: 0.182
Epoch 6 Batch 452/538 - Train Accuracy: 0.850, Validation Accuracy: 0.846, Loss: 0.173
Epoch 6 Batch 453/538 - Train Accuracy: 0.840, Validation Accuracy: 0.842, Loss: 0.188
Epoch 6 Batch 454/538 - Train Accuracy: 0.838, Validation Accuracy: 0.842, Loss: 0.188
Epoch 6 Batch 455/538 - Train Accuracy: 0.852, Validation Accuracy: 0.847, Loss: 0.171
Epoch 6 Batch 456/538 - Train Accuracy: 0.861, Validation Accuracy: 0.842, Loss: 0.192
Epoch 6 Batch 457/538 - Train Accuracy: 0.801, Validation Accuracy: 0.850, Loss: 0.199
Epoch 6 Batch 458/538 - Train Accuracy: 0.847, Validation Accuracy: 0.850, Loss: 0.175
Epoch 6 Batch 459/538 - Train Accuracy: 0.845, Validation Accuracy: 0.848, Loss: 0.182
Epoch 6 Batch 460/538 - Train Accuracy: 0.816, Validation Accuracy: 0.843, Loss: 0.188
Epoch 6 Batch 461/538 - Train Accuracy: 0.838, Validation Accuracy: 0.832, Loss: 0.190
Epoch 6 Batch 462/538 - Train Accuracy: 0.852, Validation Accuracy: 0.844, Loss: 0.184
Epoch 6 Batch 463/538 - Train Accuracy: 0.849, Validation Accuracy: 0.846, Loss: 0.198
Epoch 6 Batch 464/538 - Train Accuracy: 0.839, Validation Accuracy: 0.852, Loss: 0.187
Epoch 6 Batch 465/538 - Train Accuracy: 0.840, Validation Accuracy: 0.857, Loss: 0.184
Epoch 6 Batch 466/538 - Train Accuracy: 0.823, Validation Accuracy: 0.854, Loss: 0.194
Epoch 6 Batch 467/538 - Train Accuracy: 0.845, Validation Accuracy: 0.849, Loss: 0.185
Epoch 6 Batch 468/538 - Train Accuracy: 0.858, Validation Accuracy: 0.840, Loss: 0.203
Epoch 6 Batch 469/538 - Train Accuracy: 0.853, Validation Accuracy: 0.838, Loss: 0.184
Epoch 6 Batch 470/538 - Train Accuracy: 0.839, Validation Accuracy: 0.849, Loss: 0.185
Epoch 6 Batch 471/538 - Train Accuracy: 0.842, Validation Accuracy: 0.852, Loss: 0.183
Epoch 6 Batch 472/538 - Train Accuracy: 0.878, Validation Accuracy: 0.849, Loss: 0.162
Epoch 6 Batch 473/538 - Train Accuracy: 0.823, Validation Accuracy: 0.852, Loss: 0.200
Epoch 6 Batch 474/538 - Train Accuracy: 0.879, Validation Accuracy: 0.857, Loss: 0.175
Epoch 6 Batch 475/538 - Train Accuracy: 0.870, Validation Accuracy: 0.856, Loss: 0.177
Epoch 6 Batch 476/538 - Train Accuracy: 0.840, Validation Accuracy: 0.848, Loss: 0.190
Epoch 6 Batch 477/538 - Train Accuracy: 0.841, Validation Accuracy: 0.845, Loss: 0.190
Epoch 6 Batch 478/538 - Train Accuracy: 0.881, Validation Accuracy: 0.847, Loss: 0.171
Epoch 6 Batch 479/538 - Train Accuracy: 0.858, Validation Accuracy: 0.849, Loss: 0.166
Epoch 6 Batch 480/538 - Train Accuracy: 0.861, Validation Accuracy: 0.849, Loss: 0.183
Epoch 6 Batch 481/538 - Train Accuracy: 0.872, Validation Accuracy: 0.846, Loss: 0.179
Epoch 6 Batch 482/538 - Train Accuracy: 0.849, Validation Accuracy: 0.838, Loss: 0.167
Epoch 6 Batch 483/538 - Train Accuracy: 0.810, Validation Accuracy: 0.839, Loss: 0.201
Epoch 6 Batch 484/538 - Train Accuracy: 0.852, Validation Accuracy: 0.844, Loss: 0.201
Epoch 6 Batch 485/538 - Train Accuracy: 0.858, Validation Accuracy: 0.851, Loss: 0.178
Epoch 6 Batch 486/538 - Train Accuracy: 0.850, Validation Accuracy: 0.853, Loss: 0.170
Epoch 6 Batch 487/538 - Train Accuracy: 0.853, Validation Accuracy: 0.857, Loss: 0.180
Epoch 6 Batch 488/538 - Train Accuracy: 0.852, Validation Accuracy: 0.854, Loss: 0.182
Epoch 6 Batch 489/538 - Train Accuracy: 0.824, Validation Accuracy: 0.854, Loss: 0.184
Epoch 6 Batch 490/538 - Train Accuracy: 0.852, Validation Accuracy: 0.863, Loss: 0.178
Epoch 6 Batch 491/538 - Train Accuracy: 0.832, Validation Accuracy: 0.864, Loss: 0.191
Epoch 6 Batch 492/538 - Train Accuracy: 0.851, Validation Accuracy: 0.869, Loss: 0.191
Epoch 6 Batch 493/538 - Train Accuracy: 0.832, Validation Accuracy: 0.865, Loss: 0.174
Epoch 6 Batch 494/538 - Train Accuracy: 0.846, Validation Accuracy: 0.862, Loss: 0.198
Epoch 6 Batch 495/538 - Train Accuracy: 0.840, Validation Accuracy: 0.861, Loss: 0.194
Epoch 6 Batch 496/538 - Train Accuracy: 0.844, Validation Accuracy: 0.859, Loss: 0.168
Epoch 6 Batch 497/538 - Train Accuracy: 0.852, Validation Accuracy: 0.856, Loss: 0.184
Epoch 6 Batch 498/538 - Train Accuracy: 0.835, Validation Accuracy: 0.860, Loss: 0.175
Epoch 6 Batch 499/538 - Train Accuracy: 0.861, Validation Accuracy: 0.858, Loss: 0.173
Epoch 6 Batch 500/538 - Train Accuracy: 0.860, Validation Accuracy: 0.856, Loss: 0.161
Epoch 6 Batch 501/538 - Train Accuracy: 0.860, Validation Accuracy: 0.857, Loss: 0.183
Epoch 6 Batch 502/538 - Train Accuracy: 0.860, Validation Accuracy: 0.861, Loss: 0.174
Epoch 6 Batch 503/538 - Train Accuracy: 0.862, Validation Accuracy: 0.861, Loss: 0.175
Epoch 6 Batch 504/538 - Train Accuracy: 0.864, Validation Accuracy: 0.858, Loss: 0.170
Epoch 6 Batch 505/538 - Train Accuracy: 0.852, Validation Accuracy: 0.857, Loss: 0.161
Epoch 6 Batch 506/538 - Train Accuracy: 0.867, Validation Accuracy: 0.854, Loss: 0.175
Epoch 6 Batch 507/538 - Train Accuracy: 0.810, Validation Accuracy: 0.859, Loss: 0.215
Epoch 6 Batch 508/538 - Train Accuracy: 0.844, Validation Accuracy: 0.857, Loss: 0.190
Epoch 6 Batch 509/538 - Train Accuracy: 0.838, Validation Accuracy: 0.857, Loss: 0.190
Epoch 6 Batch 510/538 - Train Accuracy: 0.855, Validation Accuracy: 0.857, Loss: 0.177
Epoch 6 Batch 511/538 - Train Accuracy: 0.863, Validation Accuracy: 0.857, Loss: 0.181
Epoch 6 Batch 512/538 - Train Accuracy: 0.854, Validation Accuracy: 0.853, Loss: 0.183
Epoch 6 Batch 513/538 - Train Accuracy: 0.831, Validation Accuracy: 0.859, Loss: 0.185
Epoch 6 Batch 514/538 - Train Accuracy: 0.847, Validation Accuracy: 0.854, Loss: 0.184
Epoch 6 Batch 515/538 - Train Accuracy: 0.853, Validation Accuracy: 0.842, Loss: 0.196
Epoch 6 Batch 516/538 - Train Accuracy: 0.846, Validation Accuracy: 0.844, Loss: 0.178
Epoch 6 Batch 517/538 - Train Accuracy: 0.861, Validation Accuracy: 0.843, Loss: 0.178
Epoch 6 Batch 518/538 - Train Accuracy: 0.848, Validation Accuracy: 0.854, Loss: 0.186
Epoch 6 Batch 519/538 - Train Accuracy: 0.870, Validation Accuracy: 0.862, Loss: 0.185
Epoch 6 Batch 520/538 - Train Accuracy: 0.863, Validation Accuracy: 0.865, Loss: 0.186
Epoch 6 Batch 521/538 - Train Accuracy: 0.871, Validation Accuracy: 0.863, Loss: 0.207
Epoch 6 Batch 522/538 - Train Accuracy: 0.832, Validation Accuracy: 0.861, Loss: 0.179
Epoch 6 Batch 523/538 - Train Accuracy: 0.843, Validation Accuracy: 0.855, Loss: 0.185
Epoch 6 Batch 524/538 - Train Accuracy: 0.854, Validation Accuracy: 0.849, Loss: 0.172
Epoch 6 Batch 525/538 - Train Accuracy: 0.860, Validation Accuracy: 0.846, Loss: 0.179
Epoch 6 Batch 526/538 - Train Accuracy: 0.834, Validation Accuracy: 0.850, Loss: 0.188
Epoch 6 Batch 527/538 - Train Accuracy: 0.870, Validation Accuracy: 0.856, Loss: 0.176
Epoch 6 Batch 528/538 - Train Accuracy: 0.835, Validation Accuracy: 0.860, Loss: 0.199
Epoch 6 Batch 529/538 - Train Accuracy: 0.829, Validation Accuracy: 0.858, Loss: 0.191
Epoch 6 Batch 530/538 - Train Accuracy: 0.842, Validation Accuracy: 0.857, Loss: 0.192
Epoch 6 Batch 531/538 - Train Accuracy: 0.839, Validation Accuracy: 0.860, Loss: 0.179
Epoch 6 Batch 532/538 - Train Accuracy: 0.856, Validation Accuracy: 0.855, Loss: 0.179
Epoch 6 Batch 533/538 - Train Accuracy: 0.863, Validation Accuracy: 0.860, Loss: 0.189
Epoch 6 Batch 534/538 - Train Accuracy: 0.836, Validation Accuracy: 0.850, Loss: 0.166
Epoch 6 Batch 535/538 - Train Accuracy: 0.850, Validation Accuracy: 0.851, Loss: 0.178
Epoch 6 Batch 536/538 - Train Accuracy: 0.886, Validation Accuracy: 0.851, Loss: 0.193
Epoch 7 Batch 0/538 - Train Accuracy: 0.861, Validation Accuracy: 0.847, Loss: 0.186
Epoch 7 Batch 1/538 - Train Accuracy: 0.866, Validation Accuracy: 0.847, Loss: 0.183
Epoch 7 Batch 2/538 - Train Accuracy: 0.839, Validation Accuracy: 0.846, Loss: 0.192
Epoch 7 Batch 3/538 - Train Accuracy: 0.850, Validation Accuracy: 0.846, Loss: 0.170
Epoch 7 Batch 4/538 - Train Accuracy: 0.861, Validation Accuracy: 0.849, Loss: 0.179
Epoch 7 Batch 5/538 - Train Accuracy: 0.844, Validation Accuracy: 0.847, Loss: 0.186
Epoch 7 Batch 6/538 - Train Accuracy: 0.858, Validation Accuracy: 0.853, Loss: 0.174
Epoch 7 Batch 7/538 - Train Accuracy: 0.852, Validation Accuracy: 0.845, Loss: 0.178
Epoch 7 Batch 8/538 - Train Accuracy: 0.864, Validation Accuracy: 0.845, Loss: 0.177
Epoch 7 Batch 9/538 - Train Accuracy: 0.847, Validation Accuracy: 0.834, Loss: 0.181
Epoch 7 Batch 10/538 - Train Accuracy: 0.834, Validation Accuracy: 0.833, Loss: 0.198
Epoch 7 Batch 11/538 - Train Accuracy: 0.843, Validation Accuracy: 0.839, Loss: 0.169
Epoch 7 Batch 12/538 - Train Accuracy: 0.855, Validation Accuracy: 0.843, Loss: 0.184
Epoch 7 Batch 13/538 - Train Accuracy: 0.874, Validation Accuracy: 0.852, Loss: 0.162
Epoch 7 Batch 14/538 - Train Accuracy: 0.825, Validation Accuracy: 0.854, Loss: 0.176
Epoch 7 Batch 15/538 - Train Accuracy: 0.867, Validation Accuracy: 0.855, Loss: 0.179
Epoch 7 Batch 16/538 - Train Accuracy: 0.866, Validation Accuracy: 0.868, Loss: 0.178
Epoch 7 Batch 17/538 - Train Accuracy: 0.859, Validation Accuracy: 0.866, Loss: 0.180
Epoch 7 Batch 18/538 - Train Accuracy: 0.828, Validation Accuracy: 0.861, Loss: 0.194
Epoch 7 Batch 19/538 - Train Accuracy: 0.831, Validation Accuracy: 0.861, Loss: 0.206
Epoch 7 Batch 20/538 - Train Accuracy: 0.866, Validation Accuracy: 0.863, Loss: 0.181
Epoch 7 Batch 21/538 - Train Accuracy: 0.859, Validation Accuracy: 0.866, Loss: 0.165
Epoch 7 Batch 22/538 - Train Accuracy: 0.859, Validation Accuracy: 0.867, Loss: 0.183
Epoch 7 Batch 23/538 - Train Accuracy: 0.845, Validation Accuracy: 0.867, Loss: 0.204
Epoch 7 Batch 24/538 - Train Accuracy: 0.852, Validation Accuracy: 0.865, Loss: 0.180
Epoch 7 Batch 25/538 - Train Accuracy: 0.843, Validation Accuracy: 0.858, Loss: 0.189
Epoch 7 Batch 26/538 - Train Accuracy: 0.830, Validation Accuracy: 0.855, Loss: 0.200
Epoch 7 Batch 27/538 - Train Accuracy: 0.853, Validation Accuracy: 0.853, Loss: 0.177
Epoch 7 Batch 28/538 - Train Accuracy: 0.845, Validation Accuracy: 0.850, Loss: 0.170
Epoch 7 Batch 29/538 - Train Accuracy: 0.846, Validation Accuracy: 0.850, Loss: 0.171
Epoch 7 Batch 30/538 - Train Accuracy: 0.826, Validation Accuracy: 0.849, Loss: 0.204
Epoch 7 Batch 31/538 - Train Accuracy: 0.843, Validation Accuracy: 0.849, Loss: 0.158
Epoch 7 Batch 32/538 - Train Accuracy: 0.846, Validation Accuracy: 0.855, Loss: 0.162
Epoch 7 Batch 33/538 - Train Accuracy: 0.861, Validation Accuracy: 0.857, Loss: 0.179
Epoch 7 Batch 34/538 - Train Accuracy: 0.854, Validation Accuracy: 0.858, Loss: 0.195
Epoch 7 Batch 35/538 - Train Accuracy: 0.880, Validation Accuracy: 0.859, Loss: 0.165
Epoch 7 Batch 36/538 - Train Accuracy: 0.857, Validation Accuracy: 0.863, Loss: 0.166
Epoch 7 Batch 37/538 - Train Accuracy: 0.852, Validation Accuracy: 0.863, Loss: 0.180
Epoch 7 Batch 38/538 - Train Accuracy: 0.848, Validation Accuracy: 0.859, Loss: 0.174
Epoch 7 Batch 39/538 - Train Accuracy: 0.865, Validation Accuracy: 0.851, Loss: 0.160
Epoch 7 Batch 40/538 - Train Accuracy: 0.846, Validation Accuracy: 0.855, Loss: 0.154
Epoch 7 Batch 41/538 - Train Accuracy: 0.870, Validation Accuracy: 0.861, Loss: 0.172
Epoch 7 Batch 42/538 - Train Accuracy: 0.875, Validation Accuracy: 0.860, Loss: 0.171
Epoch 7 Batch 43/538 - Train Accuracy: 0.825, Validation Accuracy: 0.872, Loss: 0.212
Epoch 7 Batch 44/538 - Train Accuracy: 0.832, Validation Accuracy: 0.875, Loss: 0.186
Epoch 7 Batch 45/538 - Train Accuracy: 0.834, Validation Accuracy: 0.875, Loss: 0.170
Epoch 7 Batch 46/538 - Train Accuracy: 0.863, Validation Accuracy: 0.874, Loss: 0.164
Epoch 7 Batch 47/538 - Train Accuracy: 0.839, Validation Accuracy: 0.873, Loss: 0.189
Epoch 7 Batch 48/538 - Train Accuracy: 0.866, Validation Accuracy: 0.866, Loss: 0.172
Epoch 7 Batch 49/538 - Train Accuracy: 0.844, Validation Accuracy: 0.866, Loss: 0.193
Epoch 7 Batch 50/538 - Train Accuracy: 0.857, Validation Accuracy: 0.868, Loss: 0.165
Epoch 7 Batch 51/538 - Train Accuracy: 0.852, Validation Accuracy: 0.869, Loss: 0.194
Epoch 7 Batch 52/538 - Train Accuracy: 0.860, Validation Accuracy: 0.872, Loss: 0.192
Epoch 7 Batch 53/538 - Train Accuracy: 0.847, Validation Accuracy: 0.865, Loss: 0.169
Epoch 7 Batch 54/538 - Train Accuracy: 0.866, Validation Accuracy: 0.856, Loss: 0.174
Epoch 7 Batch 55/538 - Train Accuracy: 0.848, Validation Accuracy: 0.855, Loss: 0.180
Epoch 7 Batch 56/538 - Train Accuracy: 0.863, Validation Accuracy: 0.849, Loss: 0.168
Epoch 7 Batch 57/538 - Train Accuracy: 0.809, Validation Accuracy: 0.846, Loss: 0.205
Epoch 7 Batch 58/538 - Train Accuracy: 0.835, Validation Accuracy: 0.844, Loss: 0.191
Epoch 7 Batch 59/538 - Train Accuracy: 0.849, Validation Accuracy: 0.848, Loss: 0.190
Epoch 7 Batch 60/538 - Train Accuracy: 0.831, Validation Accuracy: 0.858, Loss: 0.190
Epoch 7 Batch 61/538 - Train Accuracy: 0.857, Validation Accuracy: 0.861, Loss: 0.187
Epoch 7 Batch 62/538 - Train Accuracy: 0.882, Validation Accuracy: 0.861, Loss: 0.170
Epoch 7 Batch 63/538 - Train Accuracy: 0.892, Validation Accuracy: 0.864, Loss: 0.167
Epoch 7 Batch 64/538 - Train Accuracy: 0.879, Validation Accuracy: 0.859, Loss: 0.172
Epoch 7 Batch 65/538 - Train Accuracy: 0.845, Validation Accuracy: 0.849, Loss: 0.192
Epoch 7 Batch 66/538 - Train Accuracy: 0.853, Validation Accuracy: 0.846, Loss: 0.154
Epoch 7 Batch 67/538 - Train Accuracy: 0.865, Validation Accuracy: 0.850, Loss: 0.175
Epoch 7 Batch 68/538 - Train Accuracy: 0.875, Validation Accuracy: 0.851, Loss: 0.157
Epoch 7 Batch 69/538 - Train Accuracy: 0.840, Validation Accuracy: 0.856, Loss: 0.173
Epoch 7 Batch 70/538 - Train Accuracy: 0.856, Validation Accuracy: 0.860, Loss: 0.165
Epoch 7 Batch 71/538 - Train Accuracy: 0.843, Validation Accuracy: 0.858, Loss: 0.189
Epoch 7 Batch 72/538 - Train Accuracy: 0.865, Validation Accuracy: 0.860, Loss: 0.203
Epoch 7 Batch 73/538 - Train Accuracy: 0.840, Validation Accuracy: 0.855, Loss: 0.184
Epoch 7 Batch 74/538 - Train Accuracy: 0.865, Validation Accuracy: 0.854, Loss: 0.179
Epoch 7 Batch 75/538 - Train Accuracy: 0.851, Validation Accuracy: 0.864, Loss: 0.168
Epoch 7 Batch 76/538 - Train Accuracy: 0.859, Validation Accuracy: 0.864, Loss: 0.185
Epoch 7 Batch 77/538 - Train Accuracy: 0.855, Validation Accuracy: 0.866, Loss: 0.182
Epoch 7 Batch 78/538 - Train Accuracy: 0.866, Validation Accuracy: 0.867, Loss: 0.179
Epoch 7 Batch 79/538 - Train Accuracy: 0.855, Validation Accuracy: 0.864, Loss: 0.161
Epoch 7 Batch 80/538 - Train Accuracy: 0.856, Validation Accuracy: 0.855, Loss: 0.195
Epoch 7 Batch 81/538 - Train Accuracy: 0.838, Validation Accuracy: 0.849, Loss: 0.191
Epoch 7 Batch 82/538 - Train Accuracy: 0.844, Validation Accuracy: 0.849, Loss: 0.185
Epoch 7 Batch 83/538 - Train Accuracy: 0.844, Validation Accuracy: 0.847, Loss: 0.181
Epoch 7 Batch 84/538 - Train Accuracy: 0.841, Validation Accuracy: 0.854, Loss: 0.180
Epoch 7 Batch 85/538 - Train Accuracy: 0.867, Validation Accuracy: 0.857, Loss: 0.168
Epoch 7 Batch 86/538 - Train Accuracy: 0.863, Validation Accuracy: 0.854, Loss: 0.178
Epoch 7 Batch 87/538 - Train Accuracy: 0.851, Validation Accuracy: 0.851, Loss: 0.178
Epoch 7 Batch 88/538 - Train Accuracy: 0.879, Validation Accuracy: 0.848, Loss: 0.179
Epoch 7 Batch 89/538 - Train Accuracy: 0.859, Validation Accuracy: 0.857, Loss: 0.180
Epoch 7 Batch 90/538 - Train Accuracy: 0.855, Validation Accuracy: 0.861, Loss: 0.193
Epoch 7 Batch 91/538 - Train Accuracy: 0.865, Validation Accuracy: 0.863, Loss: 0.178
Epoch 7 Batch 92/538 - Train Accuracy: 0.835, Validation Accuracy: 0.863, Loss: 0.177
Epoch 7 Batch 93/538 - Train Accuracy: 0.849, Validation Accuracy: 0.869, Loss: 0.175
Epoch 7 Batch 94/538 - Train Accuracy: 0.857, Validation Accuracy: 0.861, Loss: 0.178
Epoch 7 Batch 95/538 - Train Accuracy: 0.870, Validation Accuracy: 0.859, Loss: 0.176
Epoch 7 Batch 96/538 - Train Accuracy: 0.884, Validation Accuracy: 0.856, Loss: 0.163
Epoch 7 Batch 97/538 - Train Accuracy: 0.868, Validation Accuracy: 0.858, Loss: 0.171
Epoch 7 Batch 98/538 - Train Accuracy: 0.861, Validation Accuracy: 0.860, Loss: 0.172
Epoch 7 Batch 99/538 - Train Accuracy: 0.853, Validation Accuracy: 0.862, Loss: 0.174
Epoch 7 Batch 100/538 - Train Accuracy: 0.869, Validation Accuracy: 0.866, Loss: 0.163
Epoch 7 Batch 101/538 - Train Accuracy: 0.842, Validation Accuracy: 0.867, Loss: 0.189
Epoch 7 Batch 102/538 - Train Accuracy: 0.866, Validation Accuracy: 0.869, Loss: 0.177
Epoch 7 Batch 103/538 - Train Accuracy: 0.873, Validation Accuracy: 0.858, Loss: 0.173
Epoch 7 Batch 104/538 - Train Accuracy: 0.844, Validation Accuracy: 0.857, Loss: 0.164
Epoch 7 Batch 105/538 - Train Accuracy: 0.859, Validation Accuracy: 0.847, Loss: 0.158
Epoch 7 Batch 106/538 - Train Accuracy: 0.846, Validation Accuracy: 0.844, Loss: 0.161
Epoch 7 Batch 107/538 - Train Accuracy: 0.840, Validation Accuracy: 0.847, Loss: 0.187
Epoch 7 Batch 108/538 - Train Accuracy: 0.860, Validation Accuracy: 0.857, Loss: 0.175
Epoch 7 Batch 109/538 - Train Accuracy: 0.895, Validation Accuracy: 0.865, Loss: 0.170
Epoch 7 Batch 110/538 - Train Accuracy: 0.859, Validation Accuracy: 0.870, Loss: 0.189
Epoch 7 Batch 111/538 - Train Accuracy: 0.871, Validation Accuracy: 0.870, Loss: 0.167
Epoch 7 Batch 112/538 - Train Accuracy: 0.851, Validation Accuracy: 0.868, Loss: 0.187
Epoch 7 Batch 113/538 - Train Accuracy: 0.859, Validation Accuracy: 0.868, Loss: 0.180
Epoch 7 Batch 114/538 - Train Accuracy: 0.878, Validation Accuracy: 0.862, Loss: 0.179
Epoch 7 Batch 115/538 - Train Accuracy: 0.837, Validation Accuracy: 0.857, Loss: 0.187
Epoch 7 Batch 116/538 - Train Accuracy: 0.849, Validation Accuracy: 0.863, Loss: 0.182
Epoch 7 Batch 117/538 - Train Accuracy: 0.862, Validation Accuracy: 0.866, Loss: 0.180
Epoch 7 Batch 118/538 - Train Accuracy: 0.870, Validation Accuracy: 0.870, Loss: 0.162
Epoch 7 Batch 119/538 - Train Accuracy: 0.882, Validation Accuracy: 0.865, Loss: 0.155
Epoch 7 Batch 120/538 - Train Accuracy: 0.874, Validation Accuracy: 0.862, Loss: 0.168
Epoch 7 Batch 121/538 - Train Accuracy: 0.832, Validation Accuracy: 0.856, Loss: 0.176
Epoch 7 Batch 122/538 - Train Accuracy: 0.841, Validation Accuracy: 0.850, Loss: 0.163
Epoch 7 Batch 123/538 - Train Accuracy: 0.870, Validation Accuracy: 0.846, Loss: 0.169
Epoch 7 Batch 124/538 - Train Accuracy: 0.839, Validation Accuracy: 0.848, Loss: 0.164
Epoch 7 Batch 125/538 - Train Accuracy: 0.851, Validation Accuracy: 0.858, Loss: 0.179
Epoch 7 Batch 126/538 - Train Accuracy: 0.839, Validation Accuracy: 0.852, Loss: 0.168
Epoch 7 Batch 127/538 - Train Accuracy: 0.827, Validation Accuracy: 0.846, Loss: 0.189
Epoch 7 Batch 128/538 - Train Accuracy: 0.885, Validation Accuracy: 0.841, Loss: 0.176
Epoch 7 Batch 129/538 - Train Accuracy: 0.848, Validation Accuracy: 0.844, Loss: 0.165
Epoch 7 Batch 130/538 - Train Accuracy: 0.844, Validation Accuracy: 0.843, Loss: 0.167
Epoch 7 Batch 131/538 - Train Accuracy: 0.853, Validation Accuracy: 0.853, Loss: 0.173
Epoch 7 Batch 132/538 - Train Accuracy: 0.855, Validation Accuracy: 0.860, Loss: 0.178
Epoch 7 Batch 133/538 - Train Accuracy: 0.865, Validation Accuracy: 0.867, Loss: 0.158
Epoch 7 Batch 134/538 - Train Accuracy: 0.827, Validation Accuracy: 0.867, Loss: 0.188
Epoch 7 Batch 135/538 - Train Accuracy: 0.854, Validation Accuracy: 0.868, Loss: 0.186
Epoch 7 Batch 136/538 - Train Accuracy: 0.852, Validation Accuracy: 0.858, Loss: 0.177
Epoch 7 Batch 137/538 - Train Accuracy: 0.825, Validation Accuracy: 0.854, Loss: 0.200
Epoch 7 Batch 138/538 - Train Accuracy: 0.820, Validation Accuracy: 0.849, Loss: 0.174
Epoch 7 Batch 139/538 - Train Accuracy: 0.847, Validation Accuracy: 0.849, Loss: 0.190
Epoch 7 Batch 140/538 - Train Accuracy: 0.853, Validation Accuracy: 0.852, Loss: 0.198
Epoch 7 Batch 141/538 - Train Accuracy: 0.866, Validation Accuracy: 0.860, Loss: 0.182
Epoch 7 Batch 142/538 - Train Accuracy: 0.888, Validation Accuracy: 0.860, Loss: 0.174
Epoch 7 Batch 143/538 - Train Accuracy: 0.873, Validation Accuracy: 0.862, Loss: 0.179
Epoch 7 Batch 144/538 - Train Accuracy: 0.866, Validation Accuracy: 0.862, Loss: 0.181
Epoch 7 Batch 145/538 - Train Accuracy: 0.855, Validation Accuracy: 0.863, Loss: 0.183
Epoch 7 Batch 146/538 - Train Accuracy: 0.866, Validation Accuracy: 0.864, Loss: 0.175
Epoch 7 Batch 147/538 - Train Accuracy: 0.853, Validation Accuracy: 0.861, Loss: 0.171
Epoch 7 Batch 148/538 - Train Accuracy: 0.818, Validation Accuracy: 0.859, Loss: 0.207
Epoch 7 Batch 149/538 - Train Accuracy: 0.862, Validation Accuracy: 0.862, Loss: 0.168
Epoch 7 Batch 150/538 - Train Accuracy: 0.855, Validation Accuracy: 0.853, Loss: 0.168
Epoch 7 Batch 151/538 - Train Accuracy: 0.841, Validation Accuracy: 0.846, Loss: 0.175
Epoch 7 Batch 152/538 - Train Accuracy: 0.866, Validation Accuracy: 0.843, Loss: 0.177
Epoch 7 Batch 153/538 - Train Accuracy: 0.851, Validation Accuracy: 0.845, Loss: 0.176
Epoch 7 Batch 154/538 - Train Accuracy: 0.840, Validation Accuracy: 0.844, Loss: 0.172
Epoch 7 Batch 155/538 - Train Accuracy: 0.841, Validation Accuracy: 0.840, Loss: 0.175
Epoch 7 Batch 156/538 - Train Accuracy: 0.858, Validation Accuracy: 0.848, Loss: 0.164
Epoch 7 Batch 157/538 - Train Accuracy: 0.868, Validation Accuracy: 0.850, Loss: 0.162
Epoch 7 Batch 158/538 - Train Accuracy: 0.848, Validation Accuracy: 0.851, Loss: 0.174
Epoch 7 Batch 159/538 - Train Accuracy: 0.879, Validation Accuracy: 0.851, Loss: 0.175
Epoch 7 Batch 160/538 - Train Accuracy: 0.831, Validation Accuracy: 0.849, Loss: 0.156
Epoch 7 Batch 161/538 - Train Accuracy: 0.829, Validation Accuracy: 0.849, Loss: 0.177
Epoch 7 Batch 162/538 - Train Accuracy: 0.854, Validation Accuracy: 0.853, Loss: 0.169
Epoch 7 Batch 163/538 - Train Accuracy: 0.847, Validation Accuracy: 0.852, Loss: 0.199
Epoch 7 Batch 164/538 - Train Accuracy: 0.838, Validation Accuracy: 0.853, Loss: 0.184
Epoch 7 Batch 165/538 - Train Accuracy: 0.839, Validation Accuracy: 0.855, Loss: 0.156
Epoch 7 Batch 166/538 - Train Accuracy: 0.870, Validation Accuracy: 0.854, Loss: 0.170
Epoch 7 Batch 167/538 - Train Accuracy: 0.850, Validation Accuracy: 0.857, Loss: 0.175
Epoch 7 Batch 168/538 - Train Accuracy: 0.833, Validation Accuracy: 0.860, Loss: 0.198
Epoch 7 Batch 169/538 - Train Accuracy: 0.869, Validation Accuracy: 0.859, Loss: 0.164
Epoch 7 Batch 170/538 - Train Accuracy: 0.855, Validation Accuracy: 0.859, Loss: 0.175
Epoch 7 Batch 171/538 - Train Accuracy: 0.868, Validation Accuracy: 0.864, Loss: 0.163
Epoch 7 Batch 172/538 - Train Accuracy: 0.883, Validation Accuracy: 0.862, Loss: 0.174
Epoch 7 Batch 173/538 - Train Accuracy: 0.859, Validation Accuracy: 0.865, Loss: 0.151
Epoch 7 Batch 174/538 - Train Accuracy: 0.824, Validation Accuracy: 0.858, Loss: 0.178
Epoch 7 Batch 175/538 - Train Accuracy: 0.840, Validation Accuracy: 0.850, Loss: 0.173
Epoch 7 Batch 176/538 - Train Accuracy: 0.850, Validation Accuracy: 0.853, Loss: 0.190
Epoch 7 Batch 177/538 - Train Accuracy: 0.842, Validation Accuracy: 0.856, Loss: 0.174
Epoch 7 Batch 178/538 - Train Accuracy: 0.830, Validation Accuracy: 0.865, Loss: 0.168
Epoch 7 Batch 179/538 - Train Accuracy: 0.852, Validation Accuracy: 0.863, Loss: 0.169
Epoch 7 Batch 180/538 - Train Accuracy: 0.868, Validation Accuracy: 0.862, Loss: 0.164
Epoch 7 Batch 181/538 - Train Accuracy: 0.833, Validation Accuracy: 0.863, Loss: 0.203
Epoch 7 Batch 182/538 - Train Accuracy: 0.849, Validation Accuracy: 0.860, Loss: 0.167
Epoch 7 Batch 183/538 - Train Accuracy: 0.878, Validation Accuracy: 0.861, Loss: 0.164
Epoch 7 Batch 184/538 - Train Accuracy: 0.854, Validation Accuracy: 0.860, Loss: 0.165
Epoch 7 Batch 185/538 - Train Accuracy: 0.885, Validation Accuracy: 0.860, Loss: 0.148
Epoch 7 Batch 186/538 - Train Accuracy: 0.836, Validation Accuracy: 0.859, Loss: 0.163
Epoch 7 Batch 187/538 - Train Accuracy: 0.852, Validation Accuracy: 0.864, Loss: 0.173
Epoch 7 Batch 188/538 - Train Accuracy: 0.847, Validation Accuracy: 0.859, Loss: 0.157
Epoch 7 Batch 189/538 - Train Accuracy: 0.857, Validation Accuracy: 0.863, Loss: 0.176
Epoch 7 Batch 190/538 - Train Accuracy: 0.846, Validation Accuracy: 0.854, Loss: 0.193
Epoch 7 Batch 191/538 - Train Accuracy: 0.880, Validation Accuracy: 0.851, Loss: 0.172
Epoch 7 Batch 192/538 - Train Accuracy: 0.864, Validation Accuracy: 0.861, Loss: 0.179
Epoch 7 Batch 193/538 - Train Accuracy: 0.861, Validation Accuracy: 0.855, Loss: 0.170
Epoch 7 Batch 194/538 - Train Accuracy: 0.837, Validation Accuracy: 0.854, Loss: 0.181
Epoch 7 Batch 195/538 - Train Accuracy: 0.845, Validation Accuracy: 0.856, Loss: 0.177
Epoch 7 Batch 196/538 - Train Accuracy: 0.857, Validation Accuracy: 0.865, Loss: 0.161
Epoch 7 Batch 197/538 - Train Accuracy: 0.844, Validation Accuracy: 0.865, Loss: 0.171
Epoch 7 Batch 198/538 - Train Accuracy: 0.864, Validation Accuracy: 0.863, Loss: 0.162
Epoch 7 Batch 199/538 - Train Accuracy: 0.862, Validation Accuracy: 0.860, Loss: 0.180
Epoch 7 Batch 200/538 - Train Accuracy: 0.864, Validation Accuracy: 0.852, Loss: 0.164
Epoch 7 Batch 201/538 - Train Accuracy: 0.850, Validation Accuracy: 0.851, Loss: 0.169
Epoch 7 Batch 202/538 - Train Accuracy: 0.889, Validation Accuracy: 0.853, Loss: 0.166
Epoch 7 Batch 203/538 - Train Accuracy: 0.843, Validation Accuracy: 0.855, Loss: 0.193
Epoch 7 Batch 204/538 - Train Accuracy: 0.841, Validation Accuracy: 0.856, Loss: 0.192
Epoch 7 Batch 205/538 - Train Accuracy: 0.877, Validation Accuracy: 0.859, Loss: 0.168
Epoch 7 Batch 206/538 - Train Accuracy: 0.836, Validation Accuracy: 0.861, Loss: 0.175
Epoch 7 Batch 207/538 - Train Accuracy: 0.874, Validation Accuracy: 0.860, Loss: 0.159
Epoch 7 Batch 208/538 - Train Accuracy: 0.832, Validation Accuracy: 0.858, Loss: 0.196
Epoch 7 Batch 209/538 - Train Accuracy: 0.880, Validation Accuracy: 0.870, Loss: 0.162
Epoch 7 Batch 210/538 - Train Accuracy: 0.857, Validation Accuracy: 0.871, Loss: 0.176
Epoch 7 Batch 211/538 - Train Accuracy: 0.851, Validation Accuracy: 0.860, Loss: 0.160
Epoch 7 Batch 212/538 - Train Accuracy: 0.862, Validation Accuracy: 0.858, Loss: 0.175
Epoch 7 Batch 213/538 - Train Accuracy: 0.856, Validation Accuracy: 0.861, Loss: 0.161
Epoch 7 Batch 214/538 - Train Accuracy: 0.859, Validation Accuracy: 0.861, Loss: 0.163
Epoch 7 Batch 215/538 - Train Accuracy: 0.876, Validation Accuracy: 0.863, Loss: 0.165
Epoch 7 Batch 216/538 - Train Accuracy: 0.886, Validation Accuracy: 0.862, Loss: 0.179
Epoch 7 Batch 217/538 - Train Accuracy: 0.874, Validation Accuracy: 0.859, Loss: 0.181
Epoch 7 Batch 218/538 - Train Accuracy: 0.846, Validation Accuracy: 0.858, Loss: 0.170
Epoch 7 Batch 219/538 - Train Accuracy: 0.832, Validation Accuracy: 0.853, Loss: 0.193
Epoch 7 Batch 220/538 - Train Accuracy: 0.839, Validation Accuracy: 0.849, Loss: 0.162
Epoch 7 Batch 221/538 - Train Accuracy: 0.834, Validation Accuracy: 0.850, Loss: 0.156
Epoch 7 Batch 222/538 - Train Accuracy: 0.860, Validation Accuracy: 0.847, Loss: 0.165
Epoch 7 Batch 223/538 - Train Accuracy: 0.833, Validation Accuracy: 0.849, Loss: 0.183
Epoch 7 Batch 224/538 - Train Accuracy: 0.870, Validation Accuracy: 0.844, Loss: 0.188
Epoch 7 Batch 225/538 - Train Accuracy: 0.874, Validation Accuracy: 0.851, Loss: 0.180
Epoch 7 Batch 226/538 - Train Accuracy: 0.862, Validation Accuracy: 0.854, Loss: 0.171
Epoch 7 Batch 227/538 - Train Accuracy: 0.852, Validation Accuracy: 0.856, Loss: 0.164
Epoch 7 Batch 228/538 - Train Accuracy: 0.848, Validation Accuracy: 0.847, Loss: 0.172
Epoch 7 Batch 229/538 - Train Accuracy: 0.861, Validation Accuracy: 0.864, Loss: 0.168
Epoch 7 Batch 230/538 - Train Accuracy: 0.845, Validation Accuracy: 0.866, Loss: 0.173
Epoch 7 Batch 231/538 - Train Accuracy: 0.848, Validation Accuracy: 0.866, Loss: 0.175
Epoch 7 Batch 232/538 - Train Accuracy: 0.826, Validation Accuracy: 0.864, Loss: 0.183
Epoch 7 Batch 233/538 - Train Accuracy: 0.872, Validation Accuracy: 0.863, Loss: 0.174
Epoch 7 Batch 234/538 - Train Accuracy: 0.845, Validation Accuracy: 0.864, Loss: 0.183
Epoch 7 Batch 235/538 - Train Accuracy: 0.880, Validation Accuracy: 0.866, Loss: 0.155
Epoch 7 Batch 236/538 - Train Accuracy: 0.842, Validation Accuracy: 0.871, Loss: 0.196
Epoch 7 Batch 237/538 - Train Accuracy: 0.852, Validation Accuracy: 0.868, Loss: 0.158
Epoch 7 Batch 238/538 - Train Accuracy: 0.883, Validation Accuracy: 0.865, Loss: 0.162
Epoch 7 Batch 239/538 - Train Accuracy: 0.858, Validation Accuracy: 0.866, Loss: 0.175
Epoch 7 Batch 240/538 - Train Accuracy: 0.841, Validation Accuracy: 0.866, Loss: 0.190
Epoch 7 Batch 241/538 - Train Accuracy: 0.837, Validation Accuracy: 0.862, Loss: 0.183
Epoch 7 Batch 242/538 - Train Accuracy: 0.858, Validation Accuracy: 0.865, Loss: 0.166
Epoch 7 Batch 243/538 - Train Accuracy: 0.844, Validation Accuracy: 0.869, Loss: 0.187
Epoch 7 Batch 244/538 - Train Accuracy: 0.862, Validation Accuracy: 0.875, Loss: 0.167
Epoch 7 Batch 245/538 - Train Accuracy: 0.844, Validation Accuracy: 0.875, Loss: 0.173
Epoch 7 Batch 246/538 - Train Accuracy: 0.864, Validation Accuracy: 0.865, Loss: 0.157
Epoch 7 Batch 247/538 - Train Accuracy: 0.829, Validation Accuracy: 0.856, Loss: 0.178
Epoch 7 Batch 248/538 - Train Accuracy: 0.850, Validation Accuracy: 0.847, Loss: 0.176
Epoch 7 Batch 249/538 - Train Accuracy: 0.874, Validation Accuracy: 0.844, Loss: 0.160
Epoch 7 Batch 250/538 - Train Accuracy: 0.876, Validation Accuracy: 0.847, Loss: 0.173
Epoch 7 Batch 251/538 - Train Accuracy: 0.835, Validation Accuracy: 0.862, Loss: 0.176
Epoch 7 Batch 252/538 - Train Accuracy: 0.866, Validation Accuracy: 0.866, Loss: 0.161
Epoch 7 Batch 253/538 - Train Accuracy: 0.831, Validation Accuracy: 0.869, Loss: 0.171
Epoch 7 Batch 254/538 - Train Accuracy: 0.837, Validation Accuracy: 0.860, Loss: 0.190
Epoch 7 Batch 255/538 - Train Accuracy: 0.866, Validation Accuracy: 0.856, Loss: 0.162
Epoch 7 Batch 256/538 - Train Accuracy: 0.831, Validation Accuracy: 0.852, Loss: 0.181
Epoch 7 Batch 257/538 - Train Accuracy: 0.864, Validation Accuracy: 0.850, Loss: 0.170
Epoch 7 Batch 258/538 - Train Accuracy: 0.865, Validation Accuracy: 0.855, Loss: 0.163
Epoch 7 Batch 259/538 - Train Accuracy: 0.872, Validation Accuracy: 0.863, Loss: 0.154
Epoch 7 Batch 260/538 - Train Accuracy: 0.835, Validation Accuracy: 0.869, Loss: 0.186
Epoch 7 Batch 261/538 - Train Accuracy: 0.858, Validation Accuracy: 0.867, Loss: 0.183
Epoch 7 Batch 262/538 - Train Accuracy: 0.885, Validation Accuracy: 0.862, Loss: 0.157
Epoch 7 Batch 263/538 - Train Accuracy: 0.845, Validation Accuracy: 0.858, Loss: 0.177
Epoch 7 Batch 264/538 - Train Accuracy: 0.827, Validation Accuracy: 0.862, Loss: 0.183
Epoch 7 Batch 265/538 - Train Accuracy: 0.821, Validation Accuracy: 0.864, Loss: 0.179
Epoch 7 Batch 266/538 - Train Accuracy: 0.852, Validation Accuracy: 0.867, Loss: 0.172
Epoch 7 Batch 267/538 - Train Accuracy: 0.883, Validation Accuracy: 0.868, Loss: 0.165
Epoch 7 Batch 268/538 - Train Accuracy: 0.851, Validation Accuracy: 0.866, Loss: 0.158
Epoch 7 Batch 269/538 - Train Accuracy: 0.869, Validation Accuracy: 0.866, Loss: 0.178
Epoch 7 Batch 270/538 - Train Accuracy: 0.861, Validation Accuracy: 0.864, Loss: 0.164
Epoch 7 Batch 271/538 - Train Accuracy: 0.858, Validation Accuracy: 0.858, Loss: 0.171
Epoch 7 Batch 272/538 - Train Accuracy: 0.847, Validation Accuracy: 0.862, Loss: 0.177
Epoch 7 Batch 273/538 - Train Accuracy: 0.841, Validation Accuracy: 0.856, Loss: 0.182
Epoch 7 Batch 274/538 - Train Accuracy: 0.827, Validation Accuracy: 0.865, Loss: 0.190
Epoch 7 Batch 275/538 - Train Accuracy: 0.851, Validation Accuracy: 0.861, Loss: 0.175
Epoch 7 Batch 276/538 - Train Accuracy: 0.838, Validation Accuracy: 0.854, Loss: 0.185
Epoch 7 Batch 277/538 - Train Accuracy: 0.837, Validation Accuracy: 0.850, Loss: 0.172
Epoch 7 Batch 278/538 - Train Accuracy: 0.866, Validation Accuracy: 0.855, Loss: 0.165
Epoch 7 Batch 279/538 - Train Accuracy: 0.867, Validation Accuracy: 0.858, Loss: 0.163
Epoch 7 Batch 280/538 - Train Accuracy: 0.871, Validation Accuracy: 0.865, Loss: 0.155
Epoch 7 Batch 281/538 - Train Accuracy: 0.845, Validation Accuracy: 0.868, Loss: 0.182
Epoch 7 Batch 282/538 - Train Accuracy: 0.847, Validation Accuracy: 0.866, Loss: 0.183
Epoch 7 Batch 283/538 - Train Accuracy: 0.859, Validation Accuracy: 0.859, Loss: 0.176
Epoch 7 Batch 284/538 - Train Accuracy: 0.853, Validation Accuracy: 0.856, Loss: 0.166
Epoch 7 Batch 285/538 - Train Accuracy: 0.862, Validation Accuracy: 0.843, Loss: 0.153
Epoch 7 Batch 286/538 - Train Accuracy: 0.838, Validation Accuracy: 0.852, Loss: 0.166
Epoch 7 Batch 287/538 - Train Accuracy: 0.853, Validation Accuracy: 0.851, Loss: 0.155
Epoch 7 Batch 288/538 - Train Accuracy: 0.836, Validation Accuracy: 0.856, Loss: 0.188
Epoch 7 Batch 289/538 - Train Accuracy: 0.871, Validation Accuracy: 0.854, Loss: 0.150
Epoch 7 Batch 290/538 - Train Accuracy: 0.850, Validation Accuracy: 0.861, Loss: 0.167
Epoch 7 Batch 291/538 - Train Accuracy: 0.829, Validation Accuracy: 0.860, Loss: 0.178
Epoch 7 Batch 292/538 - Train Accuracy: 0.872, Validation Accuracy: 0.862, Loss: 0.158
Epoch 7 Batch 293/538 - Train Accuracy: 0.856, Validation Accuracy: 0.860, Loss: 0.156
Epoch 7 Batch 294/538 - Train Accuracy: 0.847, Validation Accuracy: 0.860, Loss: 0.181
Epoch 7 Batch 295/538 - Train Accuracy: 0.882, Validation Accuracy: 0.862, Loss: 0.173
Epoch 7 Batch 296/538 - Train Accuracy: 0.838, Validation Accuracy: 0.863, Loss: 0.177
Epoch 7 Batch 297/538 - Train Accuracy: 0.863, Validation Accuracy: 0.856, Loss: 0.187
Epoch 7 Batch 298/538 - Train Accuracy: 0.827, Validation Accuracy: 0.855, Loss: 0.169
Epoch 7 Batch 299/538 - Train Accuracy: 0.849, Validation Accuracy: 0.855, Loss: 0.185
Epoch 7 Batch 300/538 - Train Accuracy: 0.865, Validation Accuracy: 0.859, Loss: 0.171
Epoch 7 Batch 301/538 - Train Accuracy: 0.852, Validation Accuracy: 0.861, Loss: 0.169
Epoch 7 Batch 302/538 - Train Accuracy: 0.878, Validation Accuracy: 0.863, Loss: 0.165
Epoch 7 Batch 303/538 - Train Accuracy: 0.879, Validation Accuracy: 0.862, Loss: 0.162
Epoch 7 Batch 304/538 - Train Accuracy: 0.853, Validation Accuracy: 0.860, Loss: 0.169
Epoch 7 Batch 305/538 - Train Accuracy: 0.881, Validation Accuracy: 0.858, Loss: 0.163
Epoch 7 Batch 306/538 - Train Accuracy: 0.862, Validation Accuracy: 0.863, Loss: 0.171
Epoch 7 Batch 307/538 - Train Accuracy: 0.864, Validation Accuracy: 0.864, Loss: 0.170
Epoch 7 Batch 308/538 - Train Accuracy: 0.862, Validation Accuracy: 0.863, Loss: 0.170
Epoch 7 Batch 309/538 - Train Accuracy: 0.860, Validation Accuracy: 0.859, Loss: 0.163
Epoch 7 Batch 310/538 - Train Accuracy: 0.865, Validation Accuracy: 0.858, Loss: 0.176
Epoch 7 Batch 311/538 - Train Accuracy: 0.849, Validation Accuracy: 0.865, Loss: 0.169
Epoch 7 Batch 312/538 - Train Accuracy: 0.869, Validation Accuracy: 0.862, Loss: 0.160
Epoch 7 Batch 313/538 - Train Accuracy: 0.873, Validation Accuracy: 0.862, Loss: 0.160
Epoch 7 Batch 314/538 - Train Accuracy: 0.859, Validation Accuracy: 0.857, Loss: 0.165
Epoch 7 Batch 315/538 - Train Accuracy: 0.871, Validation Accuracy: 0.862, Loss: 0.180
Epoch 7 Batch 316/538 - Train Accuracy: 0.857, Validation Accuracy: 0.875, Loss: 0.157
Epoch 7 Batch 317/538 - Train Accuracy: 0.821, Validation Accuracy: 0.869, Loss: 0.182
Epoch 7 Batch 318/538 - Train Accuracy: 0.850, Validation Accuracy: 0.867, Loss: 0.168
Epoch 7 Batch 319/538 - Train Accuracy: 0.884, Validation Accuracy: 0.873, Loss: 0.159
Epoch 7 Batch 320/538 - Train Accuracy: 0.871, Validation Accuracy: 0.872, Loss: 0.167
Epoch 7 Batch 321/538 - Train Accuracy: 0.861, Validation Accuracy: 0.865, Loss: 0.170
Epoch 7 Batch 322/538 - Train Accuracy: 0.868, Validation Accuracy: 0.867, Loss: 0.173
Epoch 7 Batch 323/538 - Train Accuracy: 0.873, Validation Accuracy: 0.864, Loss: 0.155
Epoch 7 Batch 324/538 - Train Accuracy: 0.848, Validation Accuracy: 0.865, Loss: 0.167
Epoch 7 Batch 325/538 - Train Accuracy: 0.860, Validation Accuracy: 0.868, Loss: 0.159
Epoch 7 Batch 326/538 - Train Accuracy: 0.849, Validation Accuracy: 0.869, Loss: 0.171
Epoch 7 Batch 327/538 - Train Accuracy: 0.842, Validation Accuracy: 0.868, Loss: 0.189
Epoch 7 Batch 328/538 - Train Accuracy: 0.867, Validation Accuracy: 0.870, Loss: 0.155
Epoch 7 Batch 329/538 - Train Accuracy: 0.872, Validation Accuracy: 0.872, Loss: 0.165
Epoch 7 Batch 330/538 - Train Accuracy: 0.882, Validation Accuracy: 0.874, Loss: 0.151
Epoch 7 Batch 331/538 - Train Accuracy: 0.855, Validation Accuracy: 0.865, Loss: 0.166
Epoch 7 Batch 332/538 - Train Accuracy: 0.838, Validation Accuracy: 0.862, Loss: 0.175
Epoch 7 Batch 333/538 - Train Accuracy: 0.855, Validation Accuracy: 0.862, Loss: 0.165
Epoch 7 Batch 334/538 - Train Accuracy: 0.874, Validation Accuracy: 0.859, Loss: 0.161
Epoch 7 Batch 335/538 - Train Accuracy: 0.867, Validation Accuracy: 0.859, Loss: 0.165
Epoch 7 Batch 336/538 - Train Accuracy: 0.858, Validation Accuracy: 0.868, Loss: 0.160
Epoch 7 Batch 337/538 - Train Accuracy: 0.863, Validation Accuracy: 0.864, Loss: 0.177
Epoch 7 Batch 338/538 - Train Accuracy: 0.849, Validation Accuracy: 0.858, Loss: 0.176
Epoch 7 Batch 339/538 - Train Accuracy: 0.851, Validation Accuracy: 0.863, Loss: 0.161
Epoch 7 Batch 340/538 - Train Accuracy: 0.861, Validation Accuracy: 0.863, Loss: 0.170
Epoch 7 Batch 341/538 - Train Accuracy: 0.868, Validation Accuracy: 0.865, Loss: 0.162
Epoch 7 Batch 342/538 - Train Accuracy: 0.877, Validation Accuracy: 0.875, Loss: 0.158
Epoch 7 Batch 343/538 - Train Accuracy: 0.882, Validation Accuracy: 0.872, Loss: 0.177
Epoch 7 Batch 344/538 - Train Accuracy: 0.870, Validation Accuracy: 0.871, Loss: 0.168
Epoch 7 Batch 345/538 - Train Accuracy: 0.865, Validation Accuracy: 0.865, Loss: 0.175
Epoch 7 Batch 346/538 - Train Accuracy: 0.851, Validation Accuracy: 0.868, Loss: 0.193
Epoch 7 Batch 347/538 - Train Accuracy: 0.851, Validation Accuracy: 0.864, Loss: 0.167
Epoch 7 Batch 348/538 - Train Accuracy: 0.851, Validation Accuracy: 0.861, Loss: 0.159
Epoch 7 Batch 349/538 - Train Accuracy: 0.884, Validation Accuracy: 0.858, Loss: 0.154
Epoch 7 Batch 350/538 - Train Accuracy: 0.873, Validation Accuracy: 0.861, Loss: 0.191
Epoch 7 Batch 351/538 - Train Accuracy: 0.860, Validation Accuracy: 0.863, Loss: 0.182
Epoch 7 Batch 352/538 - Train Accuracy: 0.867, Validation Accuracy: 0.869, Loss: 0.194
Epoch 7 Batch 353/538 - Train Accuracy: 0.860, Validation Accuracy: 0.868, Loss: 0.167
Epoch 7 Batch 354/538 - Train Accuracy: 0.831, Validation Accuracy: 0.862, Loss: 0.188
Epoch 7 Batch 355/538 - Train Accuracy: 0.863, Validation Accuracy: 0.850, Loss: 0.176
Epoch 7 Batch 356/538 - Train Accuracy: 0.868, Validation Accuracy: 0.848, Loss: 0.160
Epoch 7 Batch 357/538 - Train Accuracy: 0.860, Validation Accuracy: 0.848, Loss: 0.159
Epoch 7 Batch 358/538 - Train Accuracy: 0.857, Validation Accuracy: 0.861, Loss: 0.162
Epoch 7 Batch 359/538 - Train Accuracy: 0.870, Validation Accuracy: 0.871, Loss: 0.170
Epoch 7 Batch 360/538 - Train Accuracy: 0.832, Validation Accuracy: 0.873, Loss: 0.172
Epoch 7 Batch 361/538 - Train Accuracy: 0.862, Validation Accuracy: 0.872, Loss: 0.161
Epoch 7 Batch 362/538 - Train Accuracy: 0.876, Validation Accuracy: 0.855, Loss: 0.152
Epoch 7 Batch 363/538 - Train Accuracy: 0.856, Validation Accuracy: 0.860, Loss: 0.153
Epoch 7 Batch 364/538 - Train Accuracy: 0.847, Validation Accuracy: 0.854, Loss: 0.190
Epoch 7 Batch 365/538 - Train Accuracy: 0.859, Validation Accuracy: 0.854, Loss: 0.166
Epoch 7 Batch 366/538 - Train Accuracy: 0.877, Validation Accuracy: 0.867, Loss: 0.172
Epoch 7 Batch 367/538 - Train Accuracy: 0.871, Validation Accuracy: 0.869, Loss: 0.150
Epoch 7 Batch 368/538 - Train Accuracy: 0.852, Validation Accuracy: 0.874, Loss: 0.160
Epoch 7 Batch 369/538 - Train Accuracy: 0.863, Validation Accuracy: 0.870, Loss: 0.154
Epoch 7 Batch 370/538 - Train Accuracy: 0.848, Validation Accuracy: 0.870, Loss: 0.166
Epoch 7 Batch 371/538 - Train Accuracy: 0.842, Validation Accuracy: 0.865, Loss: 0.162
Epoch 7 Batch 372/538 - Train Accuracy: 0.860, Validation Accuracy: 0.863, Loss: 0.169
Epoch 7 Batch 373/538 - Train Accuracy: 0.852, Validation Accuracy: 0.866, Loss: 0.157
Epoch 7 Batch 374/538 - Train Accuracy: 0.847, Validation Accuracy: 0.866, Loss: 0.172
Epoch 7 Batch 375/538 - Train Accuracy: 0.850, Validation Accuracy: 0.866, Loss: 0.160
Epoch 7 Batch 376/538 - Train Accuracy: 0.855, Validation Accuracy: 0.861, Loss: 0.182
Epoch 7 Batch 377/538 - Train Accuracy: 0.834, Validation Accuracy: 0.860, Loss: 0.170
Epoch 7 Batch 378/538 - Train Accuracy: 0.860, Validation Accuracy: 0.859, Loss: 0.162
Epoch 7 Batch 379/538 - Train Accuracy: 0.862, Validation Accuracy: 0.858, Loss: 0.159
Epoch 7 Batch 380/538 - Train Accuracy: 0.860, Validation Accuracy: 0.867, Loss: 0.158
Epoch 7 Batch 381/538 - Train Accuracy: 0.871, Validation Accuracy: 0.866, Loss: 0.159
Epoch 7 Batch 382/538 - Train Accuracy: 0.849, Validation Accuracy: 0.869, Loss: 0.162
Epoch 7 Batch 383/538 - Train Accuracy: 0.861, Validation Accuracy: 0.867, Loss: 0.168
Epoch 7 Batch 384/538 - Train Accuracy: 0.869, Validation Accuracy: 0.862, Loss: 0.166
Epoch 7 Batch 385/538 - Train Accuracy: 0.866, Validation Accuracy: 0.865, Loss: 0.175
Epoch 7 Batch 386/538 - Train Accuracy: 0.858, Validation Accuracy: 0.866, Loss: 0.177
Epoch 7 Batch 387/538 - Train Accuracy: 0.847, Validation Accuracy: 0.868, Loss: 0.165
Epoch 7 Batch 388/538 - Train Accuracy: 0.868, Validation Accuracy: 0.871, Loss: 0.160
Epoch 7 Batch 389/538 - Train Accuracy: 0.840, Validation Accuracy: 0.869, Loss: 0.184
Epoch 7 Batch 390/538 - Train Accuracy: 0.879, Validation Accuracy: 0.873, Loss: 0.157
Epoch 7 Batch 391/538 - Train Accuracy: 0.849, Validation Accuracy: 0.870, Loss: 0.169
Epoch 7 Batch 392/538 - Train Accuracy: 0.854, Validation Accuracy: 0.867, Loss: 0.161
Epoch 7 Batch 393/538 - Train Accuracy: 0.871, Validation Accuracy: 0.866, Loss: 0.152
Epoch 7 Batch 394/538 - Train Accuracy: 0.825, Validation Accuracy: 0.868, Loss: 0.174
Epoch 7 Batch 395/538 - Train Accuracy: 0.834, Validation Accuracy: 0.869, Loss: 0.175
Epoch 7 Batch 396/538 - Train Accuracy: 0.823, Validation Accuracy: 0.872, Loss: 0.173
Epoch 7 Batch 397/538 - Train Accuracy: 0.857, Validation Accuracy: 0.877, Loss: 0.172
Epoch 7 Batch 398/538 - Train Accuracy: 0.836, Validation Accuracy: 0.867, Loss: 0.165
Epoch 7 Batch 399/538 - Train Accuracy: 0.853, Validation Accuracy: 0.871, Loss: 0.179
Epoch 7 Batch 400/538 - Train Accuracy: 0.852, Validation Accuracy: 0.863, Loss: 0.177
Epoch 7 Batch 401/538 - Train Accuracy: 0.873, Validation Accuracy: 0.865, Loss: 0.168
Epoch 7 Batch 402/538 - Train Accuracy: 0.844, Validation Accuracy: 0.860, Loss: 0.163
Epoch 7 Batch 403/538 - Train Accuracy: 0.871, Validation Accuracy: 0.859, Loss: 0.170
Epoch 7 Batch 404/538 - Train Accuracy: 0.855, Validation Accuracy: 0.855, Loss: 0.177
Epoch 7 Batch 405/538 - Train Accuracy: 0.868, Validation Accuracy: 0.866, Loss: 0.160
Epoch 7 Batch 406/538 - Train Accuracy: 0.864, Validation Accuracy: 0.871, Loss: 0.172
Epoch 7 Batch 407/538 - Train Accuracy: 0.880, Validation Accuracy: 0.877, Loss: 0.169
Epoch 7 Batch 408/538 - Train Accuracy: 0.849, Validation Accuracy: 0.884, Loss: 0.176
Epoch 7 Batch 409/538 - Train Accuracy: 0.853, Validation Accuracy: 0.881, Loss: 0.170
Epoch 7 Batch 410/538 - Train Accuracy: 0.866, Validation Accuracy: 0.874, Loss: 0.177
Epoch 7 Batch 411/538 - Train Accuracy: 0.867, Validation Accuracy: 0.866, Loss: 0.161
Epoch 7 Batch 412/538 - Train Accuracy: 0.859, Validation Accuracy: 0.861, Loss: 0.165
Epoch 7 Batch 413/538 - Train Accuracy: 0.855, Validation Accuracy: 0.848, Loss: 0.168
Epoch 7 Batch 414/538 - Train Accuracy: 0.816, Validation Accuracy: 0.855, Loss: 0.182
Epoch 7 Batch 415/538 - Train Accuracy: 0.840, Validation Accuracy: 0.854, Loss: 0.172
Epoch 7 Batch 416/538 - Train Accuracy: 0.843, Validation Accuracy: 0.868, Loss: 0.161
Epoch 7 Batch 417/538 - Train Accuracy: 0.871, Validation Accuracy: 0.869, Loss: 0.172
Epoch 7 Batch 418/538 - Train Accuracy: 0.866, Validation Accuracy: 0.871, Loss: 0.175
Epoch 7 Batch 419/538 - Train Accuracy: 0.877, Validation Accuracy: 0.872, Loss: 0.155
Epoch 7 Batch 420/538 - Train Accuracy: 0.877, Validation Accuracy: 0.865, Loss: 0.169
Epoch 7 Batch 421/538 - Train Accuracy: 0.858, Validation Accuracy: 0.866, Loss: 0.154
Epoch 7 Batch 422/538 - Train Accuracy: 0.843, Validation Accuracy: 0.865, Loss: 0.173
Epoch 7 Batch 423/538 - Train Accuracy: 0.889, Validation Accuracy: 0.868, Loss: 0.170
Epoch 7 Batch 424/538 - Train Accuracy: 0.852, Validation Accuracy: 0.870, Loss: 0.176
Epoch 7 Batch 425/538 - Train Accuracy: 0.853, Validation Accuracy: 0.877, Loss: 0.178
Epoch 7 Batch 426/538 - Train Accuracy: 0.869, Validation Accuracy: 0.878, Loss: 0.172
Epoch 7 Batch 427/538 - Train Accuracy: 0.845, Validation Accuracy: 0.872, Loss: 0.172
Epoch 7 Batch 428/538 - Train Accuracy: 0.863, Validation Accuracy: 0.874, Loss: 0.152
Epoch 7 Batch 429/538 - Train Accuracy: 0.866, Validation Accuracy: 0.872, Loss: 0.176
Epoch 7 Batch 430/538 - Train Accuracy: 0.871, Validation Accuracy: 0.862, Loss: 0.171
Epoch 7 Batch 431/538 - Train Accuracy: 0.851, Validation Accuracy: 0.857, Loss: 0.154
Epoch 7 Batch 432/538 - Train Accuracy: 0.868, Validation Accuracy: 0.860, Loss: 0.160
Epoch 7 Batch 433/538 - Train Accuracy: 0.864, Validation Accuracy: 0.863, Loss: 0.195
Epoch 7 Batch 434/538 - Train Accuracy: 0.840, Validation Accuracy: 0.867, Loss: 0.172
Epoch 7 Batch 435/538 - Train Accuracy: 0.840, Validation Accuracy: 0.864, Loss: 0.172
Epoch 7 Batch 436/538 - Train Accuracy: 0.842, Validation Accuracy: 0.860, Loss: 0.180
Epoch 7 Batch 437/538 - Train Accuracy: 0.858, Validation Accuracy: 0.857, Loss: 0.165
Epoch 7 Batch 438/538 - Train Accuracy: 0.867, Validation Accuracy: 0.854, Loss: 0.151
Epoch 7 Batch 439/538 - Train Accuracy: 0.885, Validation Accuracy: 0.853, Loss: 0.164
Epoch 7 Batch 440/538 - Train Accuracy: 0.860, Validation Accuracy: 0.856, Loss: 0.178
Epoch 7 Batch 441/538 - Train Accuracy: 0.829, Validation Accuracy: 0.858, Loss: 0.178
Epoch 7 Batch 442/538 - Train Accuracy: 0.861, Validation Accuracy: 0.861, Loss: 0.149
Epoch 7 Batch 443/538 - Train Accuracy: 0.871, Validation Accuracy: 0.866, Loss: 0.168
Epoch 7 Batch 444/538 - Train Accuracy: 0.886, Validation Accuracy: 0.863, Loss: 0.157
Epoch 7 Batch 445/538 - Train Accuracy: 0.881, Validation Accuracy: 0.861, Loss: 0.149
Epoch 7 Batch 446/538 - Train Accuracy: 0.856, Validation Accuracy: 0.854, Loss: 0.165
Epoch 7 Batch 447/538 - Train Accuracy: 0.832, Validation Accuracy: 0.859, Loss: 0.156
Epoch 7 Batch 448/538 - Train Accuracy: 0.852, Validation Accuracy: 0.862, Loss: 0.153
Epoch 7 Batch 449/538 - Train Accuracy: 0.879, Validation Accuracy: 0.862, Loss: 0.178
Epoch 7 Batch 450/538 - Train Accuracy: 0.867, Validation Accuracy: 0.860, Loss: 0.185
Epoch 7 Batch 451/538 - Train Accuracy: 0.857, Validation Accuracy: 0.862, Loss: 0.153
Epoch 7 Batch 452/538 - Train Accuracy: 0.861, Validation Accuracy: 0.858, Loss: 0.146
Epoch 7 Batch 453/538 - Train Accuracy: 0.843, Validation Accuracy: 0.860, Loss: 0.164
Epoch 7 Batch 454/538 - Train Accuracy: 0.855, Validation Accuracy: 0.859, Loss: 0.161
Epoch 7 Batch 455/538 - Train Accuracy: 0.870, Validation Accuracy: 0.858, Loss: 0.161
Epoch 7 Batch 456/538 - Train Accuracy: 0.868, Validation Accuracy: 0.860, Loss: 0.177
Epoch 7 Batch 457/538 - Train Accuracy: 0.810, Validation Accuracy: 0.860, Loss: 0.180
Epoch 7 Batch 458/538 - Train Accuracy: 0.856, Validation Accuracy: 0.860, Loss: 0.155
Epoch 7 Batch 459/538 - Train Accuracy: 0.858, Validation Accuracy: 0.866, Loss: 0.173
Epoch 7 Batch 460/538 - Train Accuracy: 0.830, Validation Accuracy: 0.863, Loss: 0.171
Epoch 7 Batch 461/538 - Train Accuracy: 0.858, Validation Accuracy: 0.864, Loss: 0.176
Epoch 7 Batch 462/538 - Train Accuracy: 0.865, Validation Accuracy: 0.865, Loss: 0.156
Epoch 7 Batch 463/538 - Train Accuracy: 0.842, Validation Accuracy: 0.862, Loss: 0.179
Epoch 7 Batch 464/538 - Train Accuracy: 0.859, Validation Accuracy: 0.866, Loss: 0.166
Epoch 7 Batch 465/538 - Train Accuracy: 0.875, Validation Accuracy: 0.870, Loss: 0.151
Epoch 7 Batch 466/538 - Train Accuracy: 0.846, Validation Accuracy: 0.868, Loss: 0.174
Epoch 7 Batch 467/538 - Train Accuracy: 0.858, Validation Accuracy: 0.873, Loss: 0.169
Epoch 7 Batch 468/538 - Train Accuracy: 0.864, Validation Accuracy: 0.868, Loss: 0.178
Epoch 7 Batch 469/538 - Train Accuracy: 0.857, Validation Accuracy: 0.858, Loss: 0.170
Epoch 7 Batch 470/538 - Train Accuracy: 0.855, Validation Accuracy: 0.859, Loss: 0.165
Epoch 7 Batch 471/538 - Train Accuracy: 0.855, Validation Accuracy: 0.861, Loss: 0.156
Epoch 7 Batch 472/538 - Train Accuracy: 0.899, Validation Accuracy: 0.866, Loss: 0.140
Epoch 7 Batch 473/538 - Train Accuracy: 0.828, Validation Accuracy: 0.863, Loss: 0.176
Epoch 7 Batch 474/538 - Train Accuracy: 0.888, Validation Accuracy: 0.865, Loss: 0.149
Epoch 7 Batch 475/538 - Train Accuracy: 0.885, Validation Accuracy: 0.863, Loss: 0.149
Epoch 7 Batch 476/538 - Train Accuracy: 0.852, Validation Accuracy: 0.860, Loss: 0.156
Epoch 7 Batch 477/538 - Train Accuracy: 0.841, Validation Accuracy: 0.858, Loss: 0.172
Epoch 7 Batch 478/538 - Train Accuracy: 0.887, Validation Accuracy: 0.864, Loss: 0.154
Epoch 7 Batch 479/538 - Train Accuracy: 0.882, Validation Accuracy: 0.860, Loss: 0.147
Epoch 7 Batch 480/538 - Train Accuracy: 0.875, Validation Accuracy: 0.862, Loss: 0.165
Epoch 7 Batch 481/538 - Train Accuracy: 0.884, Validation Accuracy: 0.861, Loss: 0.154
Epoch 7 Batch 482/538 - Train Accuracy: 0.870, Validation Accuracy: 0.862, Loss: 0.137
Epoch 7 Batch 483/538 - Train Accuracy: 0.818, Validation Accuracy: 0.857, Loss: 0.170
Epoch 7 Batch 484/538 - Train Accuracy: 0.863, Validation Accuracy: 0.862, Loss: 0.182
Epoch 7 Batch 485/538 - Train Accuracy: 0.872, Validation Accuracy: 0.862, Loss: 0.158
Epoch 7 Batch 486/538 - Train Accuracy: 0.859, Validation Accuracy: 0.860, Loss: 0.139
Epoch 7 Batch 487/538 - Train Accuracy: 0.864, Validation Accuracy: 0.869, Loss: 0.155
Epoch 7 Batch 488/538 - Train Accuracy: 0.860, Validation Accuracy: 0.870, Loss: 0.160
Epoch 7 Batch 489/538 - Train Accuracy: 0.859, Validation Accuracy: 0.869, Loss: 0.163
Epoch 7 Batch 490/538 - Train Accuracy: 0.859, Validation Accuracy: 0.869, Loss: 0.159
Epoch 7 Batch 491/538 - Train Accuracy: 0.833, Validation Accuracy: 0.869, Loss: 0.171
Epoch 7 Batch 492/538 - Train Accuracy: 0.856, Validation Accuracy: 0.865, Loss: 0.156
Epoch 7 Batch 493/538 - Train Accuracy: 0.852, Validation Accuracy: 0.860, Loss: 0.155
Epoch 7 Batch 494/538 - Train Accuracy: 0.851, Validation Accuracy: 0.858, Loss: 0.174
Epoch 7 Batch 495/538 - Train Accuracy: 0.864, Validation Accuracy: 0.858, Loss: 0.175
Epoch 7 Batch 496/538 - Train Accuracy: 0.860, Validation Accuracy: 0.862, Loss: 0.148
Epoch 7 Batch 497/538 - Train Accuracy: 0.861, Validation Accuracy: 0.857, Loss: 0.168
Epoch 7 Batch 498/538 - Train Accuracy: 0.852, Validation Accuracy: 0.858, Loss: 0.151
Epoch 7 Batch 499/538 - Train Accuracy: 0.872, Validation Accuracy: 0.854, Loss: 0.152
Epoch 7 Batch 500/538 - Train Accuracy: 0.878, Validation Accuracy: 0.854, Loss: 0.141
Epoch 7 Batch 501/538 - Train Accuracy: 0.865, Validation Accuracy: 0.863, Loss: 0.167
Epoch 7 Batch 502/538 - Train Accuracy: 0.862, Validation Accuracy: 0.858, Loss: 0.158
Epoch 7 Batch 503/538 - Train Accuracy: 0.868, Validation Accuracy: 0.857, Loss: 0.158
Epoch 7 Batch 504/538 - Train Accuracy: 0.870, Validation Accuracy: 0.863, Loss: 0.148
Epoch 7 Batch 505/538 - Train Accuracy: 0.871, Validation Accuracy: 0.861, Loss: 0.145
Epoch 7 Batch 506/538 - Train Accuracy: 0.866, Validation Accuracy: 0.862, Loss: 0.150
Epoch 7 Batch 507/538 - Train Accuracy: 0.810, Validation Accuracy: 0.854, Loss: 0.178
Epoch 7 Batch 508/538 - Train Accuracy: 0.843, Validation Accuracy: 0.849, Loss: 0.164
Epoch 7 Batch 509/538 - Train Accuracy: 0.845, Validation Accuracy: 0.856, Loss: 0.164
Epoch 7 Batch 510/538 - Train Accuracy: 0.853, Validation Accuracy: 0.860, Loss: 0.158
Epoch 7 Batch 511/538 - Train Accuracy: 0.870, Validation Accuracy: 0.874, Loss: 0.160
Epoch 7 Batch 512/538 - Train Accuracy: 0.862, Validation Accuracy: 0.873, Loss: 0.164
Epoch 7 Batch 513/538 - Train Accuracy: 0.840, Validation Accuracy: 0.874, Loss: 0.169
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Epoch 7 Batch 515/538 - Train Accuracy: 0.863, Validation Accuracy: 0.863, Loss: 0.185
Epoch 7 Batch 516/538 - Train Accuracy: 0.846, Validation Accuracy: 0.855, Loss: 0.167
Epoch 7 Batch 517/538 - Train Accuracy: 0.871, Validation Accuracy: 0.857, Loss: 0.149
Epoch 7 Batch 518/538 - Train Accuracy: 0.858, Validation Accuracy: 0.854, Loss: 0.170
Epoch 7 Batch 519/538 - Train Accuracy: 0.873, Validation Accuracy: 0.851, Loss: 0.161
Epoch 7 Batch 520/538 - Train Accuracy: 0.860, Validation Accuracy: 0.858, Loss: 0.169
Epoch 7 Batch 521/538 - Train Accuracy: 0.868, Validation Accuracy: 0.860, Loss: 0.178
Epoch 7 Batch 522/538 - Train Accuracy: 0.851, Validation Accuracy: 0.858, Loss: 0.160
Epoch 7 Batch 523/538 - Train Accuracy: 0.855, Validation Accuracy: 0.853, Loss: 0.162
Epoch 7 Batch 524/538 - Train Accuracy: 0.865, Validation Accuracy: 0.849, Loss: 0.171
Epoch 7 Batch 525/538 - Train Accuracy: 0.871, Validation Accuracy: 0.850, Loss: 0.163
Epoch 7 Batch 526/538 - Train Accuracy: 0.847, Validation Accuracy: 0.853, Loss: 0.160
Epoch 7 Batch 527/538 - Train Accuracy: 0.874, Validation Accuracy: 0.859, Loss: 0.155
Epoch 7 Batch 528/538 - Train Accuracy: 0.850, Validation Accuracy: 0.862, Loss: 0.167
Epoch 7 Batch 529/538 - Train Accuracy: 0.842, Validation Accuracy: 0.867, Loss: 0.165
Epoch 7 Batch 530/538 - Train Accuracy: 0.847, Validation Accuracy: 0.867, Loss: 0.181
Epoch 7 Batch 531/538 - Train Accuracy: 0.852, Validation Accuracy: 0.868, Loss: 0.174
Epoch 7 Batch 532/538 - Train Accuracy: 0.872, Validation Accuracy: 0.861, Loss: 0.151
Epoch 7 Batch 533/538 - Train Accuracy: 0.875, Validation Accuracy: 0.861, Loss: 0.166
Epoch 7 Batch 534/538 - Train Accuracy: 0.856, Validation Accuracy: 0.871, Loss: 0.148
Epoch 7 Batch 535/538 - Train Accuracy: 0.862, Validation Accuracy: 0.868, Loss: 0.157
Epoch 7 Batch 536/538 - Train Accuracy: 0.891, Validation Accuracy: 0.863, Loss: 0.177
Epoch 8 Batch 0/538 - Train Accuracy: 0.878, Validation Accuracy: 0.860, Loss: 0.149
Epoch 8 Batch 1/538 - Train Accuracy: 0.869, Validation Accuracy: 0.859, Loss: 0.155
Epoch 8 Batch 2/538 - Train Accuracy: 0.857, Validation Accuracy: 0.850, Loss: 0.178
Epoch 8 Batch 3/538 - Train Accuracy: 0.866, Validation Accuracy: 0.856, Loss: 0.160
Epoch 8 Batch 4/538 - Train Accuracy: 0.874, Validation Accuracy: 0.859, Loss: 0.162
Epoch 8 Batch 5/538 - Train Accuracy: 0.876, Validation Accuracy: 0.873, Loss: 0.166
Epoch 8 Batch 6/538 - Train Accuracy: 0.874, Validation Accuracy: 0.880, Loss: 0.164
Epoch 8 Batch 7/538 - Train Accuracy: 0.890, Validation Accuracy: 0.885, Loss: 0.155
Epoch 8 Batch 8/538 - Train Accuracy: 0.900, Validation Accuracy: 0.886, Loss: 0.157
Epoch 8 Batch 9/538 - Train Accuracy: 0.857, Validation Accuracy: 0.882, Loss: 0.155
Epoch 8 Batch 10/538 - Train Accuracy: 0.877, Validation Accuracy: 0.875, Loss: 0.175
Epoch 8 Batch 11/538 - Train Accuracy: 0.876, Validation Accuracy: 0.874, Loss: 0.161
Epoch 8 Batch 12/538 - Train Accuracy: 0.890, Validation Accuracy: 0.875, Loss: 0.163
Epoch 8 Batch 13/538 - Train Accuracy: 0.890, Validation Accuracy: 0.879, Loss: 0.149
Epoch 8 Batch 14/538 - Train Accuracy: 0.855, Validation Accuracy: 0.889, Loss: 0.160
Epoch 8 Batch 15/538 - Train Accuracy: 0.872, Validation Accuracy: 0.889, Loss: 0.154
Epoch 8 Batch 16/538 - Train Accuracy: 0.887, Validation Accuracy: 0.893, Loss: 0.154
Epoch 8 Batch 17/538 - Train Accuracy: 0.875, Validation Accuracy: 0.884, Loss: 0.156
Epoch 8 Batch 18/538 - Train Accuracy: 0.850, Validation Accuracy: 0.886, Loss: 0.177
Epoch 8 Batch 19/538 - Train Accuracy: 0.872, Validation Accuracy: 0.886, Loss: 0.178
Epoch 8 Batch 20/538 - Train Accuracy: 0.894, Validation Accuracy: 0.885, Loss: 0.167
Epoch 8 Batch 21/538 - Train Accuracy: 0.900, Validation Accuracy: 0.885, Loss: 0.146
Epoch 8 Batch 22/538 - Train Accuracy: 0.890, Validation Accuracy: 0.893, Loss: 0.155
Epoch 8 Batch 23/538 - Train Accuracy: 0.866, Validation Accuracy: 0.892, Loss: 0.181
Epoch 8 Batch 24/538 - Train Accuracy: 0.894, Validation Accuracy: 0.886, Loss: 0.161
Epoch 8 Batch 25/538 - Train Accuracy: 0.874, Validation Accuracy: 0.888, Loss: 0.166
Epoch 8 Batch 26/538 - Train Accuracy: 0.868, Validation Accuracy: 0.888, Loss: 0.166
Epoch 8 Batch 27/538 - Train Accuracy: 0.891, Validation Accuracy: 0.879, Loss: 0.144
Epoch 8 Batch 28/538 - Train Accuracy: 0.874, Validation Accuracy: 0.878, Loss: 0.154
Epoch 8 Batch 29/538 - Train Accuracy: 0.897, Validation Accuracy: 0.879, Loss: 0.137
Epoch 8 Batch 30/538 - Train Accuracy: 0.885, Validation Accuracy: 0.879, Loss: 0.176
Epoch 8 Batch 31/538 - Train Accuracy: 0.901, Validation Accuracy: 0.882, Loss: 0.144
Epoch 8 Batch 32/538 - Train Accuracy: 0.874, Validation Accuracy: 0.885, Loss: 0.139
Epoch 8 Batch 33/538 - Train Accuracy: 0.890, Validation Accuracy: 0.886, Loss: 0.164
Epoch 8 Batch 34/538 - Train Accuracy: 0.873, Validation Accuracy: 0.888, Loss: 0.172
Epoch 8 Batch 35/538 - Train Accuracy: 0.893, Validation Accuracy: 0.888, Loss: 0.145
Epoch 8 Batch 36/538 - Train Accuracy: 0.903, Validation Accuracy: 0.889, Loss: 0.144
Epoch 8 Batch 37/538 - Train Accuracy: 0.890, Validation Accuracy: 0.885, Loss: 0.172
Epoch 8 Batch 38/538 - Train Accuracy: 0.868, Validation Accuracy: 0.886, Loss: 0.168
Epoch 8 Batch 39/538 - Train Accuracy: 0.893, Validation Accuracy: 0.898, Loss: 0.151
Epoch 8 Batch 40/538 - Train Accuracy: 0.900, Validation Accuracy: 0.890, Loss: 0.134
Epoch 8 Batch 41/538 - Train Accuracy: 0.906, Validation Accuracy: 0.893, Loss: 0.148
Epoch 8 Batch 42/538 - Train Accuracy: 0.904, Validation Accuracy: 0.886, Loss: 0.159
Epoch 8 Batch 43/538 - Train Accuracy: 0.851, Validation Accuracy: 0.882, Loss: 0.187
Epoch 8 Batch 44/538 - Train Accuracy: 0.881, Validation Accuracy: 0.884, Loss: 0.162
Epoch 8 Batch 45/538 - Train Accuracy: 0.874, Validation Accuracy: 0.889, Loss: 0.149
Epoch 8 Batch 46/538 - Train Accuracy: 0.884, Validation Accuracy: 0.892, Loss: 0.153
Epoch 8 Batch 47/538 - Train Accuracy: 0.881, Validation Accuracy: 0.895, Loss: 0.169
Epoch 8 Batch 48/538 - Train Accuracy: 0.891, Validation Accuracy: 0.892, Loss: 0.155
Epoch 8 Batch 49/538 - Train Accuracy: 0.895, Validation Accuracy: 0.895, Loss: 0.165
Epoch 8 Batch 50/538 - Train Accuracy: 0.891, Validation Accuracy: 0.898, Loss: 0.150
Epoch 8 Batch 51/538 - Train Accuracy: 0.874, Validation Accuracy: 0.889, Loss: 0.180
Epoch 8 Batch 52/538 - Train Accuracy: 0.882, Validation Accuracy: 0.891, Loss: 0.166
Epoch 8 Batch 53/538 - Train Accuracy: 0.867, Validation Accuracy: 0.895, Loss: 0.160
Epoch 8 Batch 54/538 - Train Accuracy: 0.899, Validation Accuracy: 0.892, Loss: 0.155
Epoch 8 Batch 55/538 - Train Accuracy: 0.880, Validation Accuracy: 0.892, Loss: 0.149
Epoch 8 Batch 56/538 - Train Accuracy: 0.887, Validation Accuracy: 0.893, Loss: 0.156
Epoch 8 Batch 57/538 - Train Accuracy: 0.845, Validation Accuracy: 0.888, Loss: 0.185
Epoch 8 Batch 58/538 - Train Accuracy: 0.854, Validation Accuracy: 0.894, Loss: 0.167
Epoch 8 Batch 59/538 - Train Accuracy: 0.899, Validation Accuracy: 0.892, Loss: 0.155
Epoch 8 Batch 60/538 - Train Accuracy: 0.892, Validation Accuracy: 0.886, Loss: 0.156
Epoch 8 Batch 61/538 - Train Accuracy: 0.894, Validation Accuracy: 0.892, Loss: 0.169
Epoch 8 Batch 62/538 - Train Accuracy: 0.897, Validation Accuracy: 0.903, Loss: 0.153
Epoch 8 Batch 63/538 - Train Accuracy: 0.919, Validation Accuracy: 0.897, Loss: 0.152
Epoch 8 Batch 64/538 - Train Accuracy: 0.904, Validation Accuracy: 0.904, Loss: 0.143
Epoch 8 Batch 65/538 - Train Accuracy: 0.879, Validation Accuracy: 0.907, Loss: 0.161
Epoch 8 Batch 66/538 - Train Accuracy: 0.896, Validation Accuracy: 0.902, Loss: 0.143
Epoch 8 Batch 67/538 - Train Accuracy: 0.895, Validation Accuracy: 0.891, Loss: 0.147
Epoch 8 Batch 68/538 - Train Accuracy: 0.903, Validation Accuracy: 0.888, Loss: 0.139
Epoch 8 Batch 69/538 - Train Accuracy: 0.869, Validation Accuracy: 0.895, Loss: 0.159
Epoch 8 Batch 70/538 - Train Accuracy: 0.885, Validation Accuracy: 0.902, Loss: 0.162
Epoch 8 Batch 71/538 - Train Accuracy: 0.891, Validation Accuracy: 0.893, Loss: 0.170
Epoch 8 Batch 72/538 - Train Accuracy: 0.887, Validation Accuracy: 0.885, Loss: 0.190
Epoch 8 Batch 73/538 - Train Accuracy: 0.879, Validation Accuracy: 0.877, Loss: 0.166
Epoch 8 Batch 74/538 - Train Accuracy: 0.878, Validation Accuracy: 0.875, Loss: 0.159
Epoch 8 Batch 75/538 - Train Accuracy: 0.891, Validation Accuracy: 0.885, Loss: 0.150
Epoch 8 Batch 76/538 - Train Accuracy: 0.886, Validation Accuracy: 0.884, Loss: 0.162
Epoch 8 Batch 77/538 - Train Accuracy: 0.888, Validation Accuracy: 0.891, Loss: 0.160
Epoch 8 Batch 78/538 - Train Accuracy: 0.886, Validation Accuracy: 0.887, Loss: 0.159
Epoch 8 Batch 79/538 - Train Accuracy: 0.892, Validation Accuracy: 0.887, Loss: 0.135
Epoch 8 Batch 80/538 - Train Accuracy: 0.883, Validation Accuracy: 0.882, Loss: 0.177
Epoch 8 Batch 81/538 - Train Accuracy: 0.873, Validation Accuracy: 0.885, Loss: 0.159
Epoch 8 Batch 82/538 - Train Accuracy: 0.881, Validation Accuracy: 0.894, Loss: 0.152
Epoch 8 Batch 83/538 - Train Accuracy: 0.877, Validation Accuracy: 0.890, Loss: 0.159
Epoch 8 Batch 84/538 - Train Accuracy: 0.870, Validation Accuracy: 0.885, Loss: 0.172
Epoch 8 Batch 85/538 - Train Accuracy: 0.894, Validation Accuracy: 0.889, Loss: 0.133
Epoch 8 Batch 86/538 - Train Accuracy: 0.910, Validation Accuracy: 0.895, Loss: 0.148
Epoch 8 Batch 87/538 - Train Accuracy: 0.889, Validation Accuracy: 0.897, Loss: 0.153
Epoch 8 Batch 88/538 - Train Accuracy: 0.919, Validation Accuracy: 0.898, Loss: 0.159
Epoch 8 Batch 89/538 - Train Accuracy: 0.890, Validation Accuracy: 0.901, Loss: 0.158
Epoch 8 Batch 90/538 - Train Accuracy: 0.873, Validation Accuracy: 0.896, Loss: 0.176
Epoch 8 Batch 91/538 - Train Accuracy: 0.908, Validation Accuracy: 0.890, Loss: 0.163
Epoch 8 Batch 92/538 - Train Accuracy: 0.880, Validation Accuracy: 0.883, Loss: 0.168
Epoch 8 Batch 93/538 - Train Accuracy: 0.872, Validation Accuracy: 0.875, Loss: 0.154
Epoch 8 Batch 94/538 - Train Accuracy: 0.903, Validation Accuracy: 0.873, Loss: 0.151
Epoch 8 Batch 95/538 - Train Accuracy: 0.882, Validation Accuracy: 0.879, Loss: 0.141
Epoch 8 Batch 96/538 - Train Accuracy: 0.910, Validation Accuracy: 0.891, Loss: 0.140
Epoch 8 Batch 97/538 - Train Accuracy: 0.909, Validation Accuracy: 0.899, Loss: 0.152
Epoch 8 Batch 98/538 - Train Accuracy: 0.900, Validation Accuracy: 0.903, Loss: 0.160
Epoch 8 Batch 99/538 - Train Accuracy: 0.886, Validation Accuracy: 0.897, Loss: 0.147
Epoch 8 Batch 100/538 - Train Accuracy: 0.903, Validation Accuracy: 0.895, Loss: 0.150
Epoch 8 Batch 101/538 - Train Accuracy: 0.884, Validation Accuracy: 0.891, Loss: 0.172
Epoch 8 Batch 102/538 - Train Accuracy: 0.878, Validation Accuracy: 0.888, Loss: 0.161
Epoch 8 Batch 103/538 - Train Accuracy: 0.884, Validation Accuracy: 0.885, Loss: 0.155
Epoch 8 Batch 104/538 - Train Accuracy: 0.874, Validation Accuracy: 0.885, Loss: 0.155
Epoch 8 Batch 105/538 - Train Accuracy: 0.893, Validation Accuracy: 0.886, Loss: 0.134
Epoch 8 Batch 106/538 - Train Accuracy: 0.880, Validation Accuracy: 0.879, Loss: 0.146
Epoch 8 Batch 107/538 - Train Accuracy: 0.870, Validation Accuracy: 0.885, Loss: 0.171
Epoch 8 Batch 108/538 - Train Accuracy: 0.888, Validation Accuracy: 0.879, Loss: 0.152
Epoch 8 Batch 109/538 - Train Accuracy: 0.911, Validation Accuracy: 0.879, Loss: 0.150
Epoch 8 Batch 110/538 - Train Accuracy: 0.895, Validation Accuracy: 0.889, Loss: 0.157
Epoch 8 Batch 111/538 - Train Accuracy: 0.916, Validation Accuracy: 0.890, Loss: 0.156
Epoch 8 Batch 112/538 - Train Accuracy: 0.899, Validation Accuracy: 0.892, Loss: 0.153
Epoch 8 Batch 113/538 - Train Accuracy: 0.886, Validation Accuracy: 0.901, Loss: 0.159
Epoch 8 Batch 114/538 - Train Accuracy: 0.907, Validation Accuracy: 0.900, Loss: 0.154
Epoch 8 Batch 115/538 - Train Accuracy: 0.886, Validation Accuracy: 0.895, Loss: 0.168
Epoch 8 Batch 116/538 - Train Accuracy: 0.895, Validation Accuracy: 0.900, Loss: 0.171
Epoch 8 Batch 117/538 - Train Accuracy: 0.888, Validation Accuracy: 0.905, Loss: 0.164
Epoch 8 Batch 118/538 - Train Accuracy: 0.903, Validation Accuracy: 0.905, Loss: 0.139
Epoch 8 Batch 119/538 - Train Accuracy: 0.921, Validation Accuracy: 0.906, Loss: 0.130
Epoch 8 Batch 120/538 - Train Accuracy: 0.915, Validation Accuracy: 0.906, Loss: 0.139
Epoch 8 Batch 121/538 - Train Accuracy: 0.896, Validation Accuracy: 0.906, Loss: 0.152
Epoch 8 Batch 122/538 - Train Accuracy: 0.890, Validation Accuracy: 0.897, Loss: 0.137
Epoch 8 Batch 123/538 - Train Accuracy: 0.906, Validation Accuracy: 0.891, Loss: 0.136
Epoch 8 Batch 124/538 - Train Accuracy: 0.883, Validation Accuracy: 0.890, Loss: 0.135
Epoch 8 Batch 125/538 - Train Accuracy: 0.900, Validation Accuracy: 0.895, Loss: 0.156
Epoch 8 Batch 126/538 - Train Accuracy: 0.881, Validation Accuracy: 0.902, Loss: 0.144
Epoch 8 Batch 127/538 - Train Accuracy: 0.882, Validation Accuracy: 0.895, Loss: 0.165
Epoch 8 Batch 128/538 - Train Accuracy: 0.898, Validation Accuracy: 0.887, Loss: 0.152
Epoch 8 Batch 129/538 - Train Accuracy: 0.897, Validation Accuracy: 0.889, Loss: 0.138
Epoch 8 Batch 130/538 - Train Accuracy: 0.897, Validation Accuracy: 0.896, Loss: 0.138
Epoch 8 Batch 131/538 - Train Accuracy: 0.897, Validation Accuracy: 0.891, Loss: 0.157
Epoch 8 Batch 132/538 - Train Accuracy: 0.879, Validation Accuracy: 0.899, Loss: 0.158
Epoch 8 Batch 133/538 - Train Accuracy: 0.896, Validation Accuracy: 0.901, Loss: 0.141
Epoch 8 Batch 134/538 - Train Accuracy: 0.863, Validation Accuracy: 0.901, Loss: 0.170
Epoch 8 Batch 135/538 - Train Accuracy: 0.892, Validation Accuracy: 0.907, Loss: 0.168
Epoch 8 Batch 136/538 - Train Accuracy: 0.888, Validation Accuracy: 0.900, Loss: 0.155
Epoch 8 Batch 137/538 - Train Accuracy: 0.900, Validation Accuracy: 0.890, Loss: 0.174
Epoch 8 Batch 138/538 - Train Accuracy: 0.894, Validation Accuracy: 0.886, Loss: 0.158
Epoch 8 Batch 139/538 - Train Accuracy: 0.880, Validation Accuracy: 0.890, Loss: 0.175
Epoch 8 Batch 140/538 - Train Accuracy: 0.885, Validation Accuracy: 0.896, Loss: 0.181
Epoch 8 Batch 141/538 - Train Accuracy: 0.902, Validation Accuracy: 0.890, Loss: 0.162
Epoch 8 Batch 142/538 - Train Accuracy: 0.907, Validation Accuracy: 0.885, Loss: 0.155
Epoch 8 Batch 143/538 - Train Accuracy: 0.891, Validation Accuracy: 0.885, Loss: 0.164
Epoch 8 Batch 144/538 - Train Accuracy: 0.870, Validation Accuracy: 0.878, Loss: 0.164
Epoch 8 Batch 145/538 - Train Accuracy: 0.846, Validation Accuracy: 0.885, Loss: 0.165
Epoch 8 Batch 146/538 - Train Accuracy: 0.884, Validation Accuracy: 0.890, Loss: 0.152
Epoch 8 Batch 147/538 - Train Accuracy: 0.887, Validation Accuracy: 0.895, Loss: 0.158
Epoch 8 Batch 148/538 - Train Accuracy: 0.871, Validation Accuracy: 0.899, Loss: 0.168
Epoch 8 Batch 149/538 - Train Accuracy: 0.902, Validation Accuracy: 0.895, Loss: 0.142
Epoch 8 Batch 150/538 - Train Accuracy: 0.893, Validation Accuracy: 0.897, Loss: 0.147
Epoch 8 Batch 151/538 - Train Accuracy: 0.905, Validation Accuracy: 0.893, Loss: 0.153
Epoch 8 Batch 152/538 - Train Accuracy: 0.910, Validation Accuracy: 0.894, Loss: 0.153
Epoch 8 Batch 153/538 - Train Accuracy: 0.890, Validation Accuracy: 0.900, Loss: 0.162
Epoch 8 Batch 154/538 - Train Accuracy: 0.912, Validation Accuracy: 0.901, Loss: 0.148
Epoch 8 Batch 155/538 - Train Accuracy: 0.886, Validation Accuracy: 0.896, Loss: 0.158
Epoch 8 Batch 156/538 - Train Accuracy: 0.908, Validation Accuracy: 0.903, Loss: 0.143
Epoch 8 Batch 157/538 - Train Accuracy: 0.918, Validation Accuracy: 0.890, Loss: 0.146
Epoch 8 Batch 158/538 - Train Accuracy: 0.882, Validation Accuracy: 0.893, Loss: 0.166
Epoch 8 Batch 159/538 - Train Accuracy: 0.895, Validation Accuracy: 0.888, Loss: 0.164
Epoch 8 Batch 160/538 - Train Accuracy: 0.867, Validation Accuracy: 0.892, Loss: 0.139
Epoch 8 Batch 161/538 - Train Accuracy: 0.887, Validation Accuracy: 0.900, Loss: 0.152
Epoch 8 Batch 162/538 - Train Accuracy: 0.902, Validation Accuracy: 0.901, Loss: 0.149
Epoch 8 Batch 163/538 - Train Accuracy: 0.891, Validation Accuracy: 0.902, Loss: 0.171
Epoch 8 Batch 164/538 - Train Accuracy: 0.871, Validation Accuracy: 0.890, Loss: 0.163
Epoch 8 Batch 165/538 - Train Accuracy: 0.895, Validation Accuracy: 0.892, Loss: 0.135
Epoch 8 Batch 166/538 - Train Accuracy: 0.925, Validation Accuracy: 0.892, Loss: 0.139
Epoch 8 Batch 167/538 - Train Accuracy: 0.896, Validation Accuracy: 0.896, Loss: 0.157
Epoch 8 Batch 168/538 - Train Accuracy: 0.861, Validation Accuracy: 0.890, Loss: 0.166
Epoch 8 Batch 169/538 - Train Accuracy: 0.913, Validation Accuracy: 0.882, Loss: 0.142
Epoch 8 Batch 170/538 - Train Accuracy: 0.891, Validation Accuracy: 0.890, Loss: 0.155
Epoch 8 Batch 171/538 - Train Accuracy: 0.901, Validation Accuracy: 0.896, Loss: 0.159
Epoch 8 Batch 172/538 - Train Accuracy: 0.895, Validation Accuracy: 0.890, Loss: 0.157
Epoch 8 Batch 173/538 - Train Accuracy: 0.899, Validation Accuracy: 0.892, Loss: 0.135
Epoch 8 Batch 174/538 - Train Accuracy: 0.876, Validation Accuracy: 0.895, Loss: 0.156
Epoch 8 Batch 175/538 - Train Accuracy: 0.893, Validation Accuracy: 0.896, Loss: 0.158
Epoch 8 Batch 176/538 - Train Accuracy: 0.884, Validation Accuracy: 0.896, Loss: 0.172
Epoch 8 Batch 177/538 - Train Accuracy: 0.888, Validation Accuracy: 0.895, Loss: 0.153
Epoch 8 Batch 178/538 - Train Accuracy: 0.880, Validation Accuracy: 0.901, Loss: 0.146
Epoch 8 Batch 179/538 - Train Accuracy: 0.899, Validation Accuracy: 0.897, Loss: 0.154
Epoch 8 Batch 180/538 - Train Accuracy: 0.924, Validation Accuracy: 0.899, Loss: 0.157
Epoch 8 Batch 181/538 - Train Accuracy: 0.892, Validation Accuracy: 0.896, Loss: 0.172
Epoch 8 Batch 182/538 - Train Accuracy: 0.915, Validation Accuracy: 0.899, Loss: 0.146
Epoch 8 Batch 183/538 - Train Accuracy: 0.918, Validation Accuracy: 0.898, Loss: 0.130
Epoch 8 Batch 184/538 - Train Accuracy: 0.906, Validation Accuracy: 0.904, Loss: 0.149
Epoch 8 Batch 185/538 - Train Accuracy: 0.923, Validation Accuracy: 0.904, Loss: 0.136
Epoch 8 Batch 186/538 - Train Accuracy: 0.886, Validation Accuracy: 0.901, Loss: 0.154
Epoch 8 Batch 187/538 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.149
Epoch 8 Batch 188/538 - Train Accuracy: 0.893, Validation Accuracy: 0.908, Loss: 0.142
Epoch 8 Batch 189/538 - Train Accuracy: 0.902, Validation Accuracy: 0.912, Loss: 0.155
Epoch 8 Batch 190/538 - Train Accuracy: 0.884, Validation Accuracy: 0.907, Loss: 0.170
Epoch 8 Batch 191/538 - Train Accuracy: 0.899, Validation Accuracy: 0.910, Loss: 0.147
Epoch 8 Batch 192/538 - Train Accuracy: 0.910, Validation Accuracy: 0.909, Loss: 0.157
Epoch 8 Batch 193/538 - Train Accuracy: 0.906, Validation Accuracy: 0.910, Loss: 0.139
Epoch 8 Batch 194/538 - Train Accuracy: 0.882, Validation Accuracy: 0.906, Loss: 0.166
Epoch 8 Batch 195/538 - Train Accuracy: 0.907, Validation Accuracy: 0.899, Loss: 0.150
Epoch 8 Batch 196/538 - Train Accuracy: 0.893, Validation Accuracy: 0.906, Loss: 0.147
Epoch 8 Batch 197/538 - Train Accuracy: 0.907, Validation Accuracy: 0.904, Loss: 0.151
Epoch 8 Batch 198/538 - Train Accuracy: 0.904, Validation Accuracy: 0.909, Loss: 0.144
Epoch 8 Batch 199/538 - Train Accuracy: 0.897, Validation Accuracy: 0.904, Loss: 0.165
Epoch 8 Batch 200/538 - Train Accuracy: 0.917, Validation Accuracy: 0.912, Loss: 0.146
Epoch 8 Batch 201/538 - Train Accuracy: 0.898, Validation Accuracy: 0.903, Loss: 0.144
Epoch 8 Batch 202/538 - Train Accuracy: 0.921, Validation Accuracy: 0.906, Loss: 0.142
Epoch 8 Batch 203/538 - Train Accuracy: 0.891, Validation Accuracy: 0.901, Loss: 0.161
Epoch 8 Batch 204/538 - Train Accuracy: 0.876, Validation Accuracy: 0.905, Loss: 0.179
Epoch 8 Batch 205/538 - Train Accuracy: 0.906, Validation Accuracy: 0.906, Loss: 0.143
Epoch 8 Batch 206/538 - Train Accuracy: 0.885, Validation Accuracy: 0.905, Loss: 0.152
Epoch 8 Batch 207/538 - Train Accuracy: 0.906, Validation Accuracy: 0.909, Loss: 0.147
Epoch 8 Batch 208/538 - Train Accuracy: 0.885, Validation Accuracy: 0.909, Loss: 0.170
Epoch 8 Batch 209/538 - Train Accuracy: 0.929, Validation Accuracy: 0.907, Loss: 0.137
Epoch 8 Batch 210/538 - Train Accuracy: 0.894, Validation Accuracy: 0.899, Loss: 0.161
Epoch 8 Batch 211/538 - Train Accuracy: 0.902, Validation Accuracy: 0.904, Loss: 0.157
Epoch 8 Batch 212/538 - Train Accuracy: 0.887, Validation Accuracy: 0.902, Loss: 0.152
Epoch 8 Batch 213/538 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.142
Epoch 8 Batch 214/538 - Train Accuracy: 0.893, Validation Accuracy: 0.907, Loss: 0.140
Epoch 8 Batch 215/538 - Train Accuracy: 0.910, Validation Accuracy: 0.894, Loss: 0.148
Epoch 8 Batch 216/538 - Train Accuracy: 0.918, Validation Accuracy: 0.894, Loss: 0.154
Epoch 8 Batch 217/538 - Train Accuracy: 0.914, Validation Accuracy: 0.891, Loss: 0.159
Epoch 8 Batch 218/538 - Train Accuracy: 0.876, Validation Accuracy: 0.892, Loss: 0.147
Epoch 8 Batch 219/538 - Train Accuracy: 0.880, Validation Accuracy: 0.897, Loss: 0.167
Epoch 8 Batch 220/538 - Train Accuracy: 0.881, Validation Accuracy: 0.899, Loss: 0.151
Epoch 8 Batch 221/538 - Train Accuracy: 0.909, Validation Accuracy: 0.900, Loss: 0.140
Epoch 8 Batch 222/538 - Train Accuracy: 0.892, Validation Accuracy: 0.900, Loss: 0.139
Epoch 8 Batch 223/538 - Train Accuracy: 0.877, Validation Accuracy: 0.900, Loss: 0.157
Epoch 8 Batch 224/538 - Train Accuracy: 0.923, Validation Accuracy: 0.900, Loss: 0.160
Epoch 8 Batch 225/538 - Train Accuracy: 0.906, Validation Accuracy: 0.905, Loss: 0.154
Epoch 8 Batch 226/538 - Train Accuracy: 0.909, Validation Accuracy: 0.906, Loss: 0.144
Epoch 8 Batch 227/538 - Train Accuracy: 0.908, Validation Accuracy: 0.909, Loss: 0.138
Epoch 8 Batch 228/538 - Train Accuracy: 0.893, Validation Accuracy: 0.905, Loss: 0.156
Epoch 8 Batch 229/538 - Train Accuracy: 0.889, Validation Accuracy: 0.899, Loss: 0.152
Epoch 8 Batch 230/538 - Train Accuracy: 0.891, Validation Accuracy: 0.895, Loss: 0.161
Epoch 8 Batch 231/538 - Train Accuracy: 0.894, Validation Accuracy: 0.893, Loss: 0.153
Epoch 8 Batch 232/538 - Train Accuracy: 0.894, Validation Accuracy: 0.888, Loss: 0.149
Epoch 8 Batch 233/538 - Train Accuracy: 0.914, Validation Accuracy: 0.891, Loss: 0.149
Epoch 8 Batch 234/538 - Train Accuracy: 0.907, Validation Accuracy: 0.898, Loss: 0.156
Epoch 8 Batch 235/538 - Train Accuracy: 0.903, Validation Accuracy: 0.901, Loss: 0.134
Epoch 8 Batch 236/538 - Train Accuracy: 0.891, Validation Accuracy: 0.897, Loss: 0.159
Epoch 8 Batch 237/538 - Train Accuracy: 0.902, Validation Accuracy: 0.900, Loss: 0.132
Epoch 8 Batch 238/538 - Train Accuracy: 0.925, Validation Accuracy: 0.894, Loss: 0.135
Epoch 8 Batch 239/538 - Train Accuracy: 0.896, Validation Accuracy: 0.900, Loss: 0.144
Epoch 8 Batch 240/538 - Train Accuracy: 0.872, Validation Accuracy: 0.904, Loss: 0.166
Epoch 8 Batch 241/538 - Train Accuracy: 0.880, Validation Accuracy: 0.901, Loss: 0.164
Epoch 8 Batch 242/538 - Train Accuracy: 0.917, Validation Accuracy: 0.903, Loss: 0.148
Epoch 8 Batch 243/538 - Train Accuracy: 0.909, Validation Accuracy: 0.900, Loss: 0.146
Epoch 8 Batch 244/538 - Train Accuracy: 0.894, Validation Accuracy: 0.897, Loss: 0.138
Epoch 8 Batch 245/538 - Train Accuracy: 0.890, Validation Accuracy: 0.905, Loss: 0.152
Epoch 8 Batch 246/538 - Train Accuracy: 0.908, Validation Accuracy: 0.900, Loss: 0.145
Epoch 8 Batch 247/538 - Train Accuracy: 0.886, Validation Accuracy: 0.903, Loss: 0.154
Epoch 8 Batch 248/538 - Train Accuracy: 0.886, Validation Accuracy: 0.912, Loss: 0.150
Epoch 8 Batch 249/538 - Train Accuracy: 0.900, Validation Accuracy: 0.910, Loss: 0.132
Epoch 8 Batch 250/538 - Train Accuracy: 0.910, Validation Accuracy: 0.912, Loss: 0.143
Epoch 8 Batch 251/538 - Train Accuracy: 0.890, Validation Accuracy: 0.909, Loss: 0.151
Epoch 8 Batch 252/538 - Train Accuracy: 0.915, Validation Accuracy: 0.904, Loss: 0.132
Epoch 8 Batch 253/538 - Train Accuracy: 0.883, Validation Accuracy: 0.902, Loss: 0.143
Epoch 8 Batch 254/538 - Train Accuracy: 0.872, Validation Accuracy: 0.906, Loss: 0.152
Epoch 8 Batch 255/538 - Train Accuracy: 0.913, Validation Accuracy: 0.899, Loss: 0.132
Epoch 8 Batch 256/538 - Train Accuracy: 0.879, Validation Accuracy: 0.896, Loss: 0.155
Epoch 8 Batch 257/538 - Train Accuracy: 0.902, Validation Accuracy: 0.900, Loss: 0.141
Epoch 8 Batch 258/538 - Train Accuracy: 0.891, Validation Accuracy: 0.899, Loss: 0.141
Epoch 8 Batch 259/538 - Train Accuracy: 0.926, Validation Accuracy: 0.905, Loss: 0.136
Epoch 8 Batch 260/538 - Train Accuracy: 0.872, Validation Accuracy: 0.906, Loss: 0.154
Epoch 8 Batch 261/538 - Train Accuracy: 0.881, Validation Accuracy: 0.908, Loss: 0.159
Epoch 8 Batch 262/538 - Train Accuracy: 0.927, Validation Accuracy: 0.898, Loss: 0.132
Epoch 8 Batch 263/538 - Train Accuracy: 0.913, Validation Accuracy: 0.901, Loss: 0.146
Epoch 8 Batch 264/538 - Train Accuracy: 0.875, Validation Accuracy: 0.904, Loss: 0.154
Epoch 8 Batch 265/538 - Train Accuracy: 0.883, Validation Accuracy: 0.916, Loss: 0.155
Epoch 8 Batch 266/538 - Train Accuracy: 0.906, Validation Accuracy: 0.914, Loss: 0.153
Epoch 8 Batch 267/538 - Train Accuracy: 0.905, Validation Accuracy: 0.914, Loss: 0.144
Epoch 8 Batch 268/538 - Train Accuracy: 0.891, Validation Accuracy: 0.914, Loss: 0.135
Epoch 8 Batch 269/538 - Train Accuracy: 0.908, Validation Accuracy: 0.917, Loss: 0.146
Epoch 8 Batch 270/538 - Train Accuracy: 0.903, Validation Accuracy: 0.921, Loss: 0.151
Epoch 8 Batch 271/538 - Train Accuracy: 0.901, Validation Accuracy: 0.908, Loss: 0.150
Epoch 8 Batch 272/538 - Train Accuracy: 0.890, Validation Accuracy: 0.907, Loss: 0.153
Epoch 8 Batch 273/538 - Train Accuracy: 0.900, Validation Accuracy: 0.903, Loss: 0.151
Epoch 8 Batch 274/538 - Train Accuracy: 0.874, Validation Accuracy: 0.908, Loss: 0.160
Epoch 8 Batch 275/538 - Train Accuracy: 0.905, Validation Accuracy: 0.912, Loss: 0.155
Epoch 8 Batch 276/538 - Train Accuracy: 0.898, Validation Accuracy: 0.918, Loss: 0.161
Epoch 8 Batch 277/538 - Train Accuracy: 0.900, Validation Accuracy: 0.914, Loss: 0.137
Epoch 8 Batch 278/538 - Train Accuracy: 0.923, Validation Accuracy: 0.922, Loss: 0.135
Epoch 8 Batch 279/538 - Train Accuracy: 0.895, Validation Accuracy: 0.914, Loss: 0.138
Epoch 8 Batch 280/538 - Train Accuracy: 0.896, Validation Accuracy: 0.899, Loss: 0.136
Epoch 8 Batch 281/538 - Train Accuracy: 0.883, Validation Accuracy: 0.899, Loss: 0.156
Epoch 8 Batch 282/538 - Train Accuracy: 0.900, Validation Accuracy: 0.892, Loss: 0.162
Epoch 8 Batch 283/538 - Train Accuracy: 0.909, Validation Accuracy: 0.898, Loss: 0.150
Epoch 8 Batch 284/538 - Train Accuracy: 0.893, Validation Accuracy: 0.904, Loss: 0.162
Epoch 8 Batch 285/538 - Train Accuracy: 0.895, Validation Accuracy: 0.910, Loss: 0.143
Epoch 8 Batch 286/538 - Train Accuracy: 0.880, Validation Accuracy: 0.912, Loss: 0.155
Epoch 8 Batch 287/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.136
Epoch 8 Batch 288/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.159
Epoch 8 Batch 289/538 - Train Accuracy: 0.910, Validation Accuracy: 0.911, Loss: 0.130
Epoch 8 Batch 290/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.133
Epoch 8 Batch 291/538 - Train Accuracy: 0.895, Validation Accuracy: 0.928, Loss: 0.148
Epoch 8 Batch 292/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.132
Epoch 8 Batch 293/538 - Train Accuracy: 0.895, Validation Accuracy: 0.923, Loss: 0.146
Epoch 8 Batch 294/538 - Train Accuracy: 0.892, Validation Accuracy: 0.917, Loss: 0.151
Epoch 8 Batch 295/538 - Train Accuracy: 0.920, Validation Accuracy: 0.909, Loss: 0.140
Epoch 8 Batch 296/538 - Train Accuracy: 0.889, Validation Accuracy: 0.909, Loss: 0.155
Epoch 8 Batch 297/538 - Train Accuracy: 0.899, Validation Accuracy: 0.911, Loss: 0.157
Epoch 8 Batch 298/538 - Train Accuracy: 0.889, Validation Accuracy: 0.920, Loss: 0.149
Epoch 8 Batch 299/538 - Train Accuracy: 0.896, Validation Accuracy: 0.913, Loss: 0.161
Epoch 8 Batch 300/538 - Train Accuracy: 0.900, Validation Accuracy: 0.914, Loss: 0.158
Epoch 8 Batch 301/538 - Train Accuracy: 0.896, Validation Accuracy: 0.908, Loss: 0.143
Epoch 8 Batch 302/538 - Train Accuracy: 0.927, Validation Accuracy: 0.905, Loss: 0.144
Epoch 8 Batch 303/538 - Train Accuracy: 0.906, Validation Accuracy: 0.903, Loss: 0.146
Epoch 8 Batch 304/538 - Train Accuracy: 0.896, Validation Accuracy: 0.916, Loss: 0.154
Epoch 8 Batch 305/538 - Train Accuracy: 0.903, Validation Accuracy: 0.908, Loss: 0.139
Epoch 8 Batch 306/538 - Train Accuracy: 0.884, Validation Accuracy: 0.906, Loss: 0.149
Epoch 8 Batch 307/538 - Train Accuracy: 0.905, Validation Accuracy: 0.907, Loss: 0.142
Epoch 8 Batch 308/538 - Train Accuracy: 0.904, Validation Accuracy: 0.912, Loss: 0.148
Epoch 8 Batch 309/538 - Train Accuracy: 0.926, Validation Accuracy: 0.916, Loss: 0.127
Epoch 8 Batch 310/538 - Train Accuracy: 0.925, Validation Accuracy: 0.908, Loss: 0.146
Epoch 8 Batch 311/538 - Train Accuracy: 0.902, Validation Accuracy: 0.901, Loss: 0.148
Epoch 8 Batch 312/538 - Train Accuracy: 0.901, Validation Accuracy: 0.903, Loss: 0.132
Epoch 8 Batch 313/538 - Train Accuracy: 0.918, Validation Accuracy: 0.898, Loss: 0.143
Epoch 8 Batch 314/538 - Train Accuracy: 0.900, Validation Accuracy: 0.897, Loss: 0.142
Epoch 8 Batch 315/538 - Train Accuracy: 0.898, Validation Accuracy: 0.896, Loss: 0.143
Epoch 8 Batch 316/538 - Train Accuracy: 0.898, Validation Accuracy: 0.898, Loss: 0.134
Epoch 8 Batch 317/538 - Train Accuracy: 0.899, Validation Accuracy: 0.905, Loss: 0.153
Epoch 8 Batch 318/538 - Train Accuracy: 0.906, Validation Accuracy: 0.916, Loss: 0.143
Epoch 8 Batch 319/538 - Train Accuracy: 0.899, Validation Accuracy: 0.919, Loss: 0.144
Epoch 8 Batch 320/538 - Train Accuracy: 0.922, Validation Accuracy: 0.918, Loss: 0.148
Epoch 8 Batch 321/538 - Train Accuracy: 0.906, Validation Accuracy: 0.916, Loss: 0.139
Epoch 8 Batch 322/538 - Train Accuracy: 0.899, Validation Accuracy: 0.911, Loss: 0.143
Epoch 8 Batch 323/538 - Train Accuracy: 0.911, Validation Accuracy: 0.909, Loss: 0.135
Epoch 8 Batch 324/538 - Train Accuracy: 0.883, Validation Accuracy: 0.905, Loss: 0.155
Epoch 8 Batch 325/538 - Train Accuracy: 0.902, Validation Accuracy: 0.904, Loss: 0.137
Epoch 8 Batch 326/538 - Train Accuracy: 0.911, Validation Accuracy: 0.905, Loss: 0.139
Epoch 8 Batch 327/538 - Train Accuracy: 0.902, Validation Accuracy: 0.900, Loss: 0.159
Epoch 8 Batch 328/538 - Train Accuracy: 0.907, Validation Accuracy: 0.910, Loss: 0.136
Epoch 8 Batch 329/538 - Train Accuracy: 0.912, Validation Accuracy: 0.909, Loss: 0.155
Epoch 8 Batch 330/538 - Train Accuracy: 0.937, Validation Accuracy: 0.909, Loss: 0.137
Epoch 8 Batch 331/538 - Train Accuracy: 0.903, Validation Accuracy: 0.911, Loss: 0.139
Epoch 8 Batch 332/538 - Train Accuracy: 0.908, Validation Accuracy: 0.915, Loss: 0.152
Epoch 8 Batch 333/538 - Train Accuracy: 0.907, Validation Accuracy: 0.925, Loss: 0.148
Epoch 8 Batch 334/538 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.137
Epoch 8 Batch 335/538 - Train Accuracy: 0.899, Validation Accuracy: 0.923, Loss: 0.155
Epoch 8 Batch 336/538 - Train Accuracy: 0.907, Validation Accuracy: 0.913, Loss: 0.144
Epoch 8 Batch 337/538 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.153
Epoch 8 Batch 338/538 - Train Accuracy: 0.902, Validation Accuracy: 0.910, Loss: 0.153
Epoch 8 Batch 339/538 - Train Accuracy: 0.900, Validation Accuracy: 0.903, Loss: 0.135
Epoch 8 Batch 340/538 - Train Accuracy: 0.906, Validation Accuracy: 0.905, Loss: 0.157
Epoch 8 Batch 341/538 - Train Accuracy: 0.907, Validation Accuracy: 0.904, Loss: 0.136
Epoch 8 Batch 342/538 - Train Accuracy: 0.904, Validation Accuracy: 0.903, Loss: 0.141
Epoch 8 Batch 343/538 - Train Accuracy: 0.921, Validation Accuracy: 0.915, Loss: 0.146
Epoch 8 Batch 344/538 - Train Accuracy: 0.924, Validation Accuracy: 0.911, Loss: 0.146
Epoch 8 Batch 345/538 - Train Accuracy: 0.890, Validation Accuracy: 0.908, Loss: 0.141
Epoch 8 Batch 346/538 - Train Accuracy: 0.891, Validation Accuracy: 0.907, Loss: 0.164
Epoch 8 Batch 347/538 - Train Accuracy: 0.893, Validation Accuracy: 0.909, Loss: 0.140
Epoch 8 Batch 348/538 - Train Accuracy: 0.882, Validation Accuracy: 0.898, Loss: 0.132
Epoch 8 Batch 349/538 - Train Accuracy: 0.919, Validation Accuracy: 0.912, Loss: 0.136
Epoch 8 Batch 350/538 - Train Accuracy: 0.909, Validation Accuracy: 0.912, Loss: 0.172
Epoch 8 Batch 351/538 - Train Accuracy: 0.896, Validation Accuracy: 0.919, Loss: 0.162
Epoch 8 Batch 352/538 - Train Accuracy: 0.894, Validation Accuracy: 0.916, Loss: 0.159
Epoch 8 Batch 353/538 - Train Accuracy: 0.884, Validation Accuracy: 0.919, Loss: 0.148
Epoch 8 Batch 354/538 - Train Accuracy: 0.884, Validation Accuracy: 0.910, Loss: 0.159
Epoch 8 Batch 355/538 - Train Accuracy: 0.908, Validation Accuracy: 0.905, Loss: 0.165
Epoch 8 Batch 356/538 - Train Accuracy: 0.910, Validation Accuracy: 0.904, Loss: 0.142
Epoch 8 Batch 357/538 - Train Accuracy: 0.922, Validation Accuracy: 0.904, Loss: 0.147
Epoch 8 Batch 358/538 - Train Accuracy: 0.916, Validation Accuracy: 0.906, Loss: 0.137
Epoch 8 Batch 359/538 - Train Accuracy: 0.898, Validation Accuracy: 0.913, Loss: 0.145
Epoch 8 Batch 360/538 - Train Accuracy: 0.895, Validation Accuracy: 0.918, Loss: 0.142
Epoch 8 Batch 361/538 - Train Accuracy: 0.911, Validation Accuracy: 0.915, Loss: 0.146
Epoch 8 Batch 362/538 - Train Accuracy: 0.932, Validation Accuracy: 0.912, Loss: 0.132
Epoch 8 Batch 363/538 - Train Accuracy: 0.894, Validation Accuracy: 0.914, Loss: 0.143
Epoch 8 Batch 364/538 - Train Accuracy: 0.899, Validation Accuracy: 0.912, Loss: 0.158
Epoch 8 Batch 365/538 - Train Accuracy: 0.884, Validation Accuracy: 0.911, Loss: 0.151
Epoch 8 Batch 366/538 - Train Accuracy: 0.920, Validation Accuracy: 0.908, Loss: 0.148
Epoch 8 Batch 367/538 - Train Accuracy: 0.900, Validation Accuracy: 0.904, Loss: 0.139
Epoch 8 Batch 368/538 - Train Accuracy: 0.916, Validation Accuracy: 0.904, Loss: 0.134
Epoch 8 Batch 369/538 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.139
Epoch 8 Batch 370/538 - Train Accuracy: 0.912, Validation Accuracy: 0.917, Loss: 0.155
Epoch 8 Batch 371/538 - Train Accuracy: 0.906, Validation Accuracy: 0.913, Loss: 0.144
Epoch 8 Batch 372/538 - Train Accuracy: 0.912, Validation Accuracy: 0.911, Loss: 0.140
Epoch 8 Batch 373/538 - Train Accuracy: 0.888, Validation Accuracy: 0.905, Loss: 0.131
Epoch 8 Batch 374/538 - Train Accuracy: 0.907, Validation Accuracy: 0.910, Loss: 0.152
Epoch 8 Batch 375/538 - Train Accuracy: 0.910, Validation Accuracy: 0.904, Loss: 0.129
Epoch 8 Batch 376/538 - Train Accuracy: 0.903, Validation Accuracy: 0.905, Loss: 0.157
Epoch 8 Batch 377/538 - Train Accuracy: 0.910, Validation Accuracy: 0.913, Loss: 0.150
Epoch 8 Batch 378/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.140
Epoch 8 Batch 379/538 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.140
Epoch 8 Batch 380/538 - Train Accuracy: 0.901, Validation Accuracy: 0.921, Loss: 0.136
Epoch 8 Batch 381/538 - Train Accuracy: 0.908, Validation Accuracy: 0.923, Loss: 0.132
Epoch 8 Batch 382/538 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.148
Epoch 8 Batch 383/538 - Train Accuracy: 0.912, Validation Accuracy: 0.927, Loss: 0.145
Epoch 8 Batch 384/538 - Train Accuracy: 0.900, Validation Accuracy: 0.922, Loss: 0.140
Epoch 8 Batch 385/538 - Train Accuracy: 0.892, Validation Accuracy: 0.922, Loss: 0.151
Epoch 8 Batch 386/538 - Train Accuracy: 0.899, Validation Accuracy: 0.927, Loss: 0.160
Epoch 8 Batch 387/538 - Train Accuracy: 0.902, Validation Accuracy: 0.922, Loss: 0.146
Epoch 8 Batch 388/538 - Train Accuracy: 0.897, Validation Accuracy: 0.919, Loss: 0.136
Epoch 8 Batch 389/538 - Train Accuracy: 0.882, Validation Accuracy: 0.921, Loss: 0.159
Epoch 8 Batch 390/538 - Train Accuracy: 0.900, Validation Accuracy: 0.918, Loss: 0.130
Epoch 8 Batch 391/538 - Train Accuracy: 0.893, Validation Accuracy: 0.917, Loss: 0.152
Epoch 8 Batch 392/538 - Train Accuracy: 0.890, Validation Accuracy: 0.915, Loss: 0.132
Epoch 8 Batch 393/538 - Train Accuracy: 0.906, Validation Accuracy: 0.921, Loss: 0.131
Epoch 8 Batch 394/538 - Train Accuracy: 0.877, Validation Accuracy: 0.917, Loss: 0.147
Epoch 8 Batch 395/538 - Train Accuracy: 0.908, Validation Accuracy: 0.914, Loss: 0.157
Epoch 8 Batch 396/538 - Train Accuracy: 0.901, Validation Accuracy: 0.914, Loss: 0.148
Epoch 8 Batch 397/538 - Train Accuracy: 0.902, Validation Accuracy: 0.909, Loss: 0.156
Epoch 8 Batch 398/538 - Train Accuracy: 0.901, Validation Accuracy: 0.908, Loss: 0.140
Epoch 8 Batch 399/538 - Train Accuracy: 0.898, Validation Accuracy: 0.906, Loss: 0.152
Epoch 8 Batch 400/538 - Train Accuracy: 0.916, Validation Accuracy: 0.902, Loss: 0.151
Epoch 8 Batch 401/538 - Train Accuracy: 0.914, Validation Accuracy: 0.900, Loss: 0.155
Epoch 8 Batch 402/538 - Train Accuracy: 0.896, Validation Accuracy: 0.894, Loss: 0.141
Epoch 8 Batch 403/538 - Train Accuracy: 0.929, Validation Accuracy: 0.902, Loss: 0.142
Epoch 8 Batch 404/538 - Train Accuracy: 0.913, Validation Accuracy: 0.912, Loss: 0.144
Epoch 8 Batch 405/538 - Train Accuracy: 0.911, Validation Accuracy: 0.912, Loss: 0.139
Epoch 8 Batch 406/538 - Train Accuracy: 0.891, Validation Accuracy: 0.914, Loss: 0.149
Epoch 8 Batch 407/538 - Train Accuracy: 0.937, Validation Accuracy: 0.916, Loss: 0.141
Epoch 8 Batch 408/538 - Train Accuracy: 0.915, Validation Accuracy: 0.913, Loss: 0.145
Epoch 8 Batch 409/538 - Train Accuracy: 0.893, Validation Accuracy: 0.912, Loss: 0.148
Epoch 8 Batch 410/538 - Train Accuracy: 0.921, Validation Accuracy: 0.909, Loss: 0.148
Epoch 8 Batch 411/538 - Train Accuracy: 0.926, Validation Accuracy: 0.907, Loss: 0.140
Epoch 8 Batch 412/538 - Train Accuracy: 0.899, Validation Accuracy: 0.910, Loss: 0.131
Epoch 8 Batch 413/538 - Train Accuracy: 0.919, Validation Accuracy: 0.910, Loss: 0.139
Epoch 8 Batch 414/538 - Train Accuracy: 0.884, Validation Accuracy: 0.904, Loss: 0.159
Epoch 8 Batch 415/538 - Train Accuracy: 0.883, Validation Accuracy: 0.899, Loss: 0.147
Epoch 8 Batch 416/538 - Train Accuracy: 0.906, Validation Accuracy: 0.905, Loss: 0.142
Epoch 8 Batch 417/538 - Train Accuracy: 0.907, Validation Accuracy: 0.913, Loss: 0.140
Epoch 8 Batch 418/538 - Train Accuracy: 0.906, Validation Accuracy: 0.913, Loss: 0.158
Epoch 8 Batch 419/538 - Train Accuracy: 0.902, Validation Accuracy: 0.915, Loss: 0.137
Epoch 8 Batch 420/538 - Train Accuracy: 0.915, Validation Accuracy: 0.912, Loss: 0.144
Epoch 8 Batch 421/538 - Train Accuracy: 0.903, Validation Accuracy: 0.918, Loss: 0.137
Epoch 8 Batch 422/538 - Train Accuracy: 0.900, Validation Accuracy: 0.923, Loss: 0.152
Epoch 8 Batch 423/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.133
Epoch 8 Batch 424/538 - Train Accuracy: 0.898, Validation Accuracy: 0.925, Loss: 0.140
Epoch 8 Batch 425/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.165
Epoch 8 Batch 426/538 - Train Accuracy: 0.903, Validation Accuracy: 0.911, Loss: 0.147
Epoch 8 Batch 427/538 - Train Accuracy: 0.897, Validation Accuracy: 0.915, Loss: 0.150
Epoch 8 Batch 428/538 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.137
Epoch 8 Batch 429/538 - Train Accuracy: 0.900, Validation Accuracy: 0.920, Loss: 0.148
Epoch 8 Batch 430/538 - Train Accuracy: 0.897, Validation Accuracy: 0.919, Loss: 0.138
Epoch 8 Batch 431/538 - Train Accuracy: 0.915, Validation Accuracy: 0.918, Loss: 0.129
Epoch 8 Batch 432/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.143
Epoch 8 Batch 433/538 - Train Accuracy: 0.913, Validation Accuracy: 0.907, Loss: 0.163
Epoch 8 Batch 434/538 - Train Accuracy: 0.872, Validation Accuracy: 0.907, Loss: 0.152
Epoch 8 Batch 435/538 - Train Accuracy: 0.897, Validation Accuracy: 0.908, Loss: 0.149
Epoch 8 Batch 436/538 - Train Accuracy: 0.884, Validation Accuracy: 0.907, Loss: 0.149
Epoch 8 Batch 437/538 - Train Accuracy: 0.915, Validation Accuracy: 0.914, Loss: 0.144
Epoch 8 Batch 438/538 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.129
Epoch 8 Batch 439/538 - Train Accuracy: 0.925, Validation Accuracy: 0.910, Loss: 0.140
Epoch 8 Batch 440/538 - Train Accuracy: 0.908, Validation Accuracy: 0.909, Loss: 0.159
Epoch 8 Batch 441/538 - Train Accuracy: 0.893, Validation Accuracy: 0.901, Loss: 0.157
Epoch 8 Batch 442/538 - Train Accuracy: 0.923, Validation Accuracy: 0.896, Loss: 0.126
Epoch 8 Batch 443/538 - Train Accuracy: 0.894, Validation Accuracy: 0.896, Loss: 0.148
Epoch 8 Batch 444/538 - Train Accuracy: 0.920, Validation Accuracy: 0.898, Loss: 0.143
Epoch 8 Batch 445/538 - Train Accuracy: 0.918, Validation Accuracy: 0.905, Loss: 0.123
Epoch 8 Batch 446/538 - Train Accuracy: 0.915, Validation Accuracy: 0.905, Loss: 0.140
Epoch 8 Batch 447/538 - Train Accuracy: 0.890, Validation Accuracy: 0.900, Loss: 0.141
Epoch 8 Batch 448/538 - Train Accuracy: 0.885, Validation Accuracy: 0.898, Loss: 0.136
Epoch 8 Batch 449/538 - Train Accuracy: 0.921, Validation Accuracy: 0.902, Loss: 0.150
Epoch 8 Batch 450/538 - Train Accuracy: 0.904, Validation Accuracy: 0.904, Loss: 0.165
Epoch 8 Batch 451/538 - Train Accuracy: 0.893, Validation Accuracy: 0.915, Loss: 0.142
Epoch 8 Batch 452/538 - Train Accuracy: 0.894, Validation Accuracy: 0.914, Loss: 0.130
Epoch 8 Batch 453/538 - Train Accuracy: 0.892, Validation Accuracy: 0.910, Loss: 0.144
Epoch 8 Batch 454/538 - Train Accuracy: 0.917, Validation Accuracy: 0.902, Loss: 0.147
Epoch 8 Batch 455/538 - Train Accuracy: 0.903, Validation Accuracy: 0.903, Loss: 0.135
Epoch 8 Batch 456/538 - Train Accuracy: 0.915, Validation Accuracy: 0.902, Loss: 0.155
Epoch 8 Batch 457/538 - Train Accuracy: 0.879, Validation Accuracy: 0.902, Loss: 0.159
Epoch 8 Batch 458/538 - Train Accuracy: 0.915, Validation Accuracy: 0.904, Loss: 0.140
Epoch 8 Batch 459/538 - Train Accuracy: 0.888, Validation Accuracy: 0.903, Loss: 0.138
Epoch 8 Batch 460/538 - Train Accuracy: 0.881, Validation Accuracy: 0.909, Loss: 0.149
Epoch 8 Batch 461/538 - Train Accuracy: 0.909, Validation Accuracy: 0.911, Loss: 0.147
Epoch 8 Batch 462/538 - Train Accuracy: 0.904, Validation Accuracy: 0.903, Loss: 0.133
Epoch 8 Batch 463/538 - Train Accuracy: 0.871, Validation Accuracy: 0.900, Loss: 0.163
Epoch 8 Batch 464/538 - Train Accuracy: 0.910, Validation Accuracy: 0.903, Loss: 0.143
Epoch 8 Batch 465/538 - Train Accuracy: 0.910, Validation Accuracy: 0.914, Loss: 0.142
Epoch 8 Batch 466/538 - Train Accuracy: 0.895, Validation Accuracy: 0.911, Loss: 0.146
Epoch 8 Batch 467/538 - Train Accuracy: 0.907, Validation Accuracy: 0.921, Loss: 0.151
Epoch 8 Batch 468/538 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.150
Epoch 8 Batch 469/538 - Train Accuracy: 0.891, Validation Accuracy: 0.921, Loss: 0.153
Epoch 8 Batch 470/538 - Train Accuracy: 0.903, Validation Accuracy: 0.916, Loss: 0.150
Epoch 8 Batch 471/538 - Train Accuracy: 0.905, Validation Accuracy: 0.918, Loss: 0.139
Epoch 8 Batch 472/538 - Train Accuracy: 0.939, Validation Accuracy: 0.917, Loss: 0.134
Epoch 8 Batch 473/538 - Train Accuracy: 0.879, Validation Accuracy: 0.911, Loss: 0.141
Epoch 8 Batch 474/538 - Train Accuracy: 0.925, Validation Accuracy: 0.910, Loss: 0.141
Epoch 8 Batch 475/538 - Train Accuracy: 0.924, Validation Accuracy: 0.915, Loss: 0.130
Epoch 8 Batch 476/538 - Train Accuracy: 0.918, Validation Accuracy: 0.911, Loss: 0.132
Epoch 8 Batch 477/538 - Train Accuracy: 0.896, Validation Accuracy: 0.906, Loss: 0.159
Epoch 8 Batch 478/538 - Train Accuracy: 0.919, Validation Accuracy: 0.903, Loss: 0.127
Epoch 8 Batch 479/538 - Train Accuracy: 0.920, Validation Accuracy: 0.906, Loss: 0.124
Epoch 8 Batch 480/538 - Train Accuracy: 0.910, Validation Accuracy: 0.902, Loss: 0.144
Epoch 8 Batch 481/538 - Train Accuracy: 0.922, Validation Accuracy: 0.893, Loss: 0.149
Epoch 8 Batch 482/538 - Train Accuracy: 0.905, Validation Accuracy: 0.895, Loss: 0.130
Epoch 8 Batch 483/538 - Train Accuracy: 0.859, Validation Accuracy: 0.894, Loss: 0.149
Epoch 8 Batch 484/538 - Train Accuracy: 0.919, Validation Accuracy: 0.895, Loss: 0.161
Epoch 8 Batch 485/538 - Train Accuracy: 0.918, Validation Accuracy: 0.893, Loss: 0.145
Epoch 8 Batch 486/538 - Train Accuracy: 0.921, Validation Accuracy: 0.898, Loss: 0.123
Epoch 8 Batch 487/538 - Train Accuracy: 0.909, Validation Accuracy: 0.903, Loss: 0.134
Epoch 8 Batch 488/538 - Train Accuracy: 0.915, Validation Accuracy: 0.910, Loss: 0.142
Epoch 8 Batch 489/538 - Train Accuracy: 0.902, Validation Accuracy: 0.914, Loss: 0.147
Epoch 8 Batch 490/538 - Train Accuracy: 0.911, Validation Accuracy: 0.919, Loss: 0.146
Epoch 8 Batch 491/538 - Train Accuracy: 0.887, Validation Accuracy: 0.915, Loss: 0.156
Epoch 8 Batch 492/538 - Train Accuracy: 0.892, Validation Accuracy: 0.917, Loss: 0.135
Epoch 8 Batch 493/538 - Train Accuracy: 0.892, Validation Accuracy: 0.910, Loss: 0.143
Epoch 8 Batch 494/538 - Train Accuracy: 0.897, Validation Accuracy: 0.913, Loss: 0.158
Epoch 8 Batch 495/538 - Train Accuracy: 0.907, Validation Accuracy: 0.911, Loss: 0.147
Epoch 8 Batch 496/538 - Train Accuracy: 0.921, Validation Accuracy: 0.916, Loss: 0.127
Epoch 8 Batch 497/538 - Train Accuracy: 0.903, Validation Accuracy: 0.921, Loss: 0.137
Epoch 8 Batch 498/538 - Train Accuracy: 0.894, Validation Accuracy: 0.919, Loss: 0.139
Epoch 8 Batch 499/538 - Train Accuracy: 0.911, Validation Accuracy: 0.915, Loss: 0.140
Epoch 8 Batch 500/538 - Train Accuracy: 0.914, Validation Accuracy: 0.915, Loss: 0.122
Epoch 8 Batch 501/538 - Train Accuracy: 0.931, Validation Accuracy: 0.910, Loss: 0.146
Epoch 8 Batch 502/538 - Train Accuracy: 0.903, Validation Accuracy: 0.904, Loss: 0.137
Epoch 8 Batch 503/538 - Train Accuracy: 0.922, Validation Accuracy: 0.899, Loss: 0.149
Epoch 8 Batch 504/538 - Train Accuracy: 0.918, Validation Accuracy: 0.897, Loss: 0.132
Epoch 8 Batch 505/538 - Train Accuracy: 0.920, Validation Accuracy: 0.897, Loss: 0.129
Epoch 8 Batch 506/538 - Train Accuracy: 0.904, Validation Accuracy: 0.893, Loss: 0.131
Epoch 8 Batch 507/538 - Train Accuracy: 0.882, Validation Accuracy: 0.913, Loss: 0.157
Epoch 8 Batch 508/538 - Train Accuracy: 0.888, Validation Accuracy: 0.908, Loss: 0.141
Epoch 8 Batch 509/538 - Train Accuracy: 0.912, Validation Accuracy: 0.912, Loss: 0.140
Epoch 8 Batch 510/538 - Train Accuracy: 0.916, Validation Accuracy: 0.914, Loss: 0.144
Epoch 8 Batch 511/538 - Train Accuracy: 0.897, Validation Accuracy: 0.914, Loss: 0.134
Epoch 8 Batch 512/538 - Train Accuracy: 0.902, Validation Accuracy: 0.909, Loss: 0.152
Epoch 8 Batch 513/538 - Train Accuracy: 0.886, Validation Accuracy: 0.904, Loss: 0.147
Epoch 8 Batch 514/538 - Train Accuracy: 0.911, Validation Accuracy: 0.911, Loss: 0.147
Epoch 8 Batch 515/538 - Train Accuracy: 0.901, Validation Accuracy: 0.911, Loss: 0.158
Epoch 8 Batch 516/538 - Train Accuracy: 0.867, Validation Accuracy: 0.909, Loss: 0.149
Epoch 8 Batch 517/538 - Train Accuracy: 0.927, Validation Accuracy: 0.914, Loss: 0.131
Epoch 8 Batch 518/538 - Train Accuracy: 0.907, Validation Accuracy: 0.915, Loss: 0.149
Epoch 8 Batch 519/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.139
Epoch 8 Batch 520/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.137
Epoch 8 Batch 521/538 - Train Accuracy: 0.902, Validation Accuracy: 0.917, Loss: 0.150
Epoch 8 Batch 522/538 - Train Accuracy: 0.900, Validation Accuracy: 0.918, Loss: 0.146
Epoch 8 Batch 523/538 - Train Accuracy: 0.893, Validation Accuracy: 0.914, Loss: 0.134
Epoch 8 Batch 524/538 - Train Accuracy: 0.905, Validation Accuracy: 0.910, Loss: 0.136
Epoch 8 Batch 525/538 - Train Accuracy: 0.915, Validation Accuracy: 0.912, Loss: 0.139
Epoch 8 Batch 526/538 - Train Accuracy: 0.906, Validation Accuracy: 0.910, Loss: 0.143
Epoch 8 Batch 527/538 - Train Accuracy: 0.915, Validation Accuracy: 0.910, Loss: 0.129
Epoch 8 Batch 528/538 - Train Accuracy: 0.903, Validation Accuracy: 0.914, Loss: 0.155
Epoch 8 Batch 529/538 - Train Accuracy: 0.890, Validation Accuracy: 0.906, Loss: 0.146
Epoch 8 Batch 530/538 - Train Accuracy: 0.870, Validation Accuracy: 0.903, Loss: 0.162
Epoch 8 Batch 531/538 - Train Accuracy: 0.900, Validation Accuracy: 0.904, Loss: 0.141
Epoch 8 Batch 532/538 - Train Accuracy: 0.912, Validation Accuracy: 0.904, Loss: 0.135
Epoch 8 Batch 533/538 - Train Accuracy: 0.904, Validation Accuracy: 0.912, Loss: 0.146
Epoch 8 Batch 534/538 - Train Accuracy: 0.903, Validation Accuracy: 0.913, Loss: 0.126
Epoch 8 Batch 535/538 - Train Accuracy: 0.901, Validation Accuracy: 0.912, Loss: 0.132
Epoch 8 Batch 536/538 - Train Accuracy: 0.917, Validation Accuracy: 0.917, Loss: 0.167
Epoch 9 Batch 0/538 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.134
Epoch 9 Batch 1/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.142
Epoch 9 Batch 2/538 - Train Accuracy: 0.913, Validation Accuracy: 0.917, Loss: 0.149
Epoch 9 Batch 3/538 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.129
Epoch 9 Batch 4/538 - Train Accuracy: 0.909, Validation Accuracy: 0.913, Loss: 0.137
Epoch 9 Batch 5/538 - Train Accuracy: 0.903, Validation Accuracy: 0.909, Loss: 0.145
Epoch 9 Batch 6/538 - Train Accuracy: 0.908, Validation Accuracy: 0.908, Loss: 0.140
Epoch 9 Batch 7/538 - Train Accuracy: 0.921, Validation Accuracy: 0.916, Loss: 0.137
Epoch 9 Batch 8/538 - Train Accuracy: 0.918, Validation Accuracy: 0.913, Loss: 0.134
Epoch 9 Batch 9/538 - Train Accuracy: 0.887, Validation Accuracy: 0.912, Loss: 0.132
Epoch 9 Batch 10/538 - Train Accuracy: 0.905, Validation Accuracy: 0.901, Loss: 0.160
Epoch 9 Batch 11/538 - Train Accuracy: 0.897, Validation Accuracy: 0.901, Loss: 0.137
Epoch 9 Batch 12/538 - Train Accuracy: 0.908, Validation Accuracy: 0.908, Loss: 0.145
Epoch 9 Batch 13/538 - Train Accuracy: 0.920, Validation Accuracy: 0.915, Loss: 0.138
Epoch 9 Batch 14/538 - Train Accuracy: 0.909, Validation Accuracy: 0.912, Loss: 0.134
Epoch 9 Batch 15/538 - Train Accuracy: 0.902, Validation Accuracy: 0.912, Loss: 0.126
Epoch 9 Batch 16/538 - Train Accuracy: 0.901, Validation Accuracy: 0.917, Loss: 0.137
Epoch 9 Batch 17/538 - Train Accuracy: 0.919, Validation Accuracy: 0.919, Loss: 0.147
Epoch 9 Batch 18/538 - Train Accuracy: 0.906, Validation Accuracy: 0.911, Loss: 0.154
Epoch 9 Batch 19/538 - Train Accuracy: 0.891, Validation Accuracy: 0.909, Loss: 0.151
Epoch 9 Batch 20/538 - Train Accuracy: 0.892, Validation Accuracy: 0.900, Loss: 0.145
Epoch 9 Batch 21/538 - Train Accuracy: 0.925, Validation Accuracy: 0.907, Loss: 0.131
Epoch 9 Batch 22/538 - Train Accuracy: 0.895, Validation Accuracy: 0.909, Loss: 0.143
Epoch 9 Batch 23/538 - Train Accuracy: 0.871, Validation Accuracy: 0.905, Loss: 0.162
Epoch 9 Batch 24/538 - Train Accuracy: 0.918, Validation Accuracy: 0.911, Loss: 0.138
Epoch 9 Batch 25/538 - Train Accuracy: 0.907, Validation Accuracy: 0.910, Loss: 0.139
Epoch 9 Batch 26/538 - Train Accuracy: 0.889, Validation Accuracy: 0.904, Loss: 0.146
Epoch 9 Batch 27/538 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.124
Epoch 9 Batch 28/538 - Train Accuracy: 0.890, Validation Accuracy: 0.904, Loss: 0.137
Epoch 9 Batch 29/538 - Train Accuracy: 0.913, Validation Accuracy: 0.911, Loss: 0.130
Epoch 9 Batch 30/538 - Train Accuracy: 0.889, Validation Accuracy: 0.909, Loss: 0.155
Epoch 9 Batch 31/538 - Train Accuracy: 0.914, Validation Accuracy: 0.904, Loss: 0.124
Epoch 9 Batch 32/538 - Train Accuracy: 0.891, Validation Accuracy: 0.904, Loss: 0.122
Epoch 9 Batch 33/538 - Train Accuracy: 0.899, Validation Accuracy: 0.907, Loss: 0.144
Epoch 9 Batch 34/538 - Train Accuracy: 0.882, Validation Accuracy: 0.907, Loss: 0.148
Epoch 9 Batch 35/538 - Train Accuracy: 0.912, Validation Accuracy: 0.900, Loss: 0.126
Epoch 9 Batch 36/538 - Train Accuracy: 0.902, Validation Accuracy: 0.906, Loss: 0.131
Epoch 9 Batch 37/538 - Train Accuracy: 0.905, Validation Accuracy: 0.908, Loss: 0.148
Epoch 9 Batch 38/538 - Train Accuracy: 0.889, Validation Accuracy: 0.915, Loss: 0.141
Epoch 9 Batch 39/538 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.132
Epoch 9 Batch 40/538 - Train Accuracy: 0.908, Validation Accuracy: 0.929, Loss: 0.122
Epoch 9 Batch 41/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.143
Epoch 9 Batch 42/538 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.143
Epoch 9 Batch 43/538 - Train Accuracy: 0.886, Validation Accuracy: 0.912, Loss: 0.179
Epoch 9 Batch 44/538 - Train Accuracy: 0.910, Validation Accuracy: 0.907, Loss: 0.156
Epoch 9 Batch 45/538 - Train Accuracy: 0.924, Validation Accuracy: 0.909, Loss: 0.129
Epoch 9 Batch 46/538 - Train Accuracy: 0.913, Validation Accuracy: 0.915, Loss: 0.130
Epoch 9 Batch 47/538 - Train Accuracy: 0.907, Validation Accuracy: 0.912, Loss: 0.151
Epoch 9 Batch 48/538 - Train Accuracy: 0.899, Validation Accuracy: 0.919, Loss: 0.139
Epoch 9 Batch 49/538 - Train Accuracy: 0.907, Validation Accuracy: 0.918, Loss: 0.144
Epoch 9 Batch 50/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.125
Epoch 9 Batch 51/538 - Train Accuracy: 0.873, Validation Accuracy: 0.919, Loss: 0.168
Epoch 9 Batch 52/538 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.150
Epoch 9 Batch 53/538 - Train Accuracy: 0.894, Validation Accuracy: 0.909, Loss: 0.135
Epoch 9 Batch 54/538 - Train Accuracy: 0.906, Validation Accuracy: 0.910, Loss: 0.132
Epoch 9 Batch 55/538 - Train Accuracy: 0.901, Validation Accuracy: 0.914, Loss: 0.129
Epoch 9 Batch 56/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.137
Epoch 9 Batch 57/538 - Train Accuracy: 0.866, Validation Accuracy: 0.923, Loss: 0.163
Epoch 9 Batch 58/538 - Train Accuracy: 0.893, Validation Accuracy: 0.913, Loss: 0.149
Epoch 9 Batch 59/538 - Train Accuracy: 0.903, Validation Accuracy: 0.907, Loss: 0.143
Epoch 9 Batch 60/538 - Train Accuracy: 0.919, Validation Accuracy: 0.906, Loss: 0.137
Epoch 9 Batch 61/538 - Train Accuracy: 0.911, Validation Accuracy: 0.905, Loss: 0.140
Epoch 9 Batch 62/538 - Train Accuracy: 0.915, Validation Accuracy: 0.901, Loss: 0.136
Epoch 9 Batch 63/538 - Train Accuracy: 0.931, Validation Accuracy: 0.900, Loss: 0.137
Epoch 9 Batch 64/538 - Train Accuracy: 0.923, Validation Accuracy: 0.906, Loss: 0.134
Epoch 9 Batch 65/538 - Train Accuracy: 0.892, Validation Accuracy: 0.903, Loss: 0.137
Epoch 9 Batch 66/538 - Train Accuracy: 0.915, Validation Accuracy: 0.903, Loss: 0.124
Epoch 9 Batch 67/538 - Train Accuracy: 0.919, Validation Accuracy: 0.908, Loss: 0.138
Epoch 9 Batch 68/538 - Train Accuracy: 0.915, Validation Accuracy: 0.913, Loss: 0.121
Epoch 9 Batch 69/538 - Train Accuracy: 0.913, Validation Accuracy: 0.910, Loss: 0.144
Epoch 9 Batch 70/538 - Train Accuracy: 0.915, Validation Accuracy: 0.913, Loss: 0.134
Epoch 9 Batch 71/538 - Train Accuracy: 0.903, Validation Accuracy: 0.914, Loss: 0.150
Epoch 9 Batch 72/538 - Train Accuracy: 0.902, Validation Accuracy: 0.916, Loss: 0.167
Epoch 9 Batch 73/538 - Train Accuracy: 0.894, Validation Accuracy: 0.918, Loss: 0.147
Epoch 9 Batch 74/538 - Train Accuracy: 0.917, Validation Accuracy: 0.916, Loss: 0.137
Epoch 9 Batch 75/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.141
Epoch 9 Batch 76/538 - Train Accuracy: 0.906, Validation Accuracy: 0.921, Loss: 0.145
Epoch 9 Batch 77/538 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.139
Epoch 9 Batch 78/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.146
Epoch 9 Batch 79/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.125
Epoch 9 Batch 80/538 - Train Accuracy: 0.904, Validation Accuracy: 0.925, Loss: 0.155
Epoch 9 Batch 81/538 - Train Accuracy: 0.901, Validation Accuracy: 0.923, Loss: 0.142
Epoch 9 Batch 82/538 - Train Accuracy: 0.904, Validation Accuracy: 0.914, Loss: 0.124
Epoch 9 Batch 83/538 - Train Accuracy: 0.901, Validation Accuracy: 0.915, Loss: 0.140
Epoch 9 Batch 84/538 - Train Accuracy: 0.900, Validation Accuracy: 0.910, Loss: 0.141
Epoch 9 Batch 85/538 - Train Accuracy: 0.899, Validation Accuracy: 0.912, Loss: 0.126
Epoch 9 Batch 86/538 - Train Accuracy: 0.925, Validation Accuracy: 0.904, Loss: 0.135
Epoch 9 Batch 87/538 - Train Accuracy: 0.915, Validation Accuracy: 0.895, Loss: 0.136
Epoch 9 Batch 88/538 - Train Accuracy: 0.924, Validation Accuracy: 0.890, Loss: 0.140
Epoch 9 Batch 89/538 - Train Accuracy: 0.910, Validation Accuracy: 0.911, Loss: 0.131
Epoch 9 Batch 90/538 - Train Accuracy: 0.891, Validation Accuracy: 0.915, Loss: 0.167
Epoch 9 Batch 91/538 - Train Accuracy: 0.902, Validation Accuracy: 0.912, Loss: 0.145
Epoch 9 Batch 92/538 - Train Accuracy: 0.914, Validation Accuracy: 0.901, Loss: 0.138
Epoch 9 Batch 93/538 - Train Accuracy: 0.899, Validation Accuracy: 0.896, Loss: 0.130
Epoch 9 Batch 94/538 - Train Accuracy: 0.907, Validation Accuracy: 0.896, Loss: 0.139
Epoch 9 Batch 95/538 - Train Accuracy: 0.907, Validation Accuracy: 0.898, Loss: 0.130
Epoch 9 Batch 96/538 - Train Accuracy: 0.914, Validation Accuracy: 0.905, Loss: 0.128
Epoch 9 Batch 97/538 - Train Accuracy: 0.931, Validation Accuracy: 0.908, Loss: 0.129
Epoch 9 Batch 98/538 - Train Accuracy: 0.915, Validation Accuracy: 0.911, Loss: 0.135
Epoch 9 Batch 99/538 - Train Accuracy: 0.914, Validation Accuracy: 0.916, Loss: 0.138
Epoch 9 Batch 100/538 - Train Accuracy: 0.923, Validation Accuracy: 0.903, Loss: 0.136
Epoch 9 Batch 101/538 - Train Accuracy: 0.885, Validation Accuracy: 0.903, Loss: 0.149
Epoch 9 Batch 102/538 - Train Accuracy: 0.885, Validation Accuracy: 0.912, Loss: 0.143
Epoch 9 Batch 103/538 - Train Accuracy: 0.914, Validation Accuracy: 0.922, Loss: 0.142
Epoch 9 Batch 104/538 - Train Accuracy: 0.895, Validation Accuracy: 0.929, Loss: 0.129
Epoch 9 Batch 105/538 - Train Accuracy: 0.934, Validation Accuracy: 0.917, Loss: 0.119
Epoch 9 Batch 106/538 - Train Accuracy: 0.906, Validation Accuracy: 0.921, Loss: 0.126
Epoch 9 Batch 107/538 - Train Accuracy: 0.902, Validation Accuracy: 0.920, Loss: 0.155
Epoch 9 Batch 108/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.129
Epoch 9 Batch 109/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.131
Epoch 9 Batch 110/538 - Train Accuracy: 0.916, Validation Accuracy: 0.918, Loss: 0.142
Epoch 9 Batch 111/538 - Train Accuracy: 0.931, Validation Accuracy: 0.917, Loss: 0.129
Epoch 9 Batch 112/538 - Train Accuracy: 0.906, Validation Accuracy: 0.923, Loss: 0.147
Epoch 9 Batch 113/538 - Train Accuracy: 0.894, Validation Accuracy: 0.922, Loss: 0.135
Epoch 9 Batch 114/538 - Train Accuracy: 0.905, Validation Accuracy: 0.920, Loss: 0.141
Epoch 9 Batch 115/538 - Train Accuracy: 0.898, Validation Accuracy: 0.916, Loss: 0.143
Epoch 9 Batch 116/538 - Train Accuracy: 0.905, Validation Accuracy: 0.921, Loss: 0.151
Epoch 9 Batch 117/538 - Train Accuracy: 0.908, Validation Accuracy: 0.915, Loss: 0.141
Epoch 9 Batch 118/538 - Train Accuracy: 0.924, Validation Accuracy: 0.912, Loss: 0.116
Epoch 9 Batch 119/538 - Train Accuracy: 0.934, Validation Accuracy: 0.920, Loss: 0.120
Epoch 9 Batch 120/538 - Train Accuracy: 0.925, Validation Accuracy: 0.919, Loss: 0.119
Epoch 9 Batch 121/538 - Train Accuracy: 0.911, Validation Accuracy: 0.918, Loss: 0.131
Epoch 9 Batch 122/538 - Train Accuracy: 0.900, Validation Accuracy: 0.914, Loss: 0.132
Epoch 9 Batch 123/538 - Train Accuracy: 0.924, Validation Accuracy: 0.914, Loss: 0.131
Epoch 9 Batch 124/538 - Train Accuracy: 0.901, Validation Accuracy: 0.916, Loss: 0.119
Epoch 9 Batch 125/538 - Train Accuracy: 0.915, Validation Accuracy: 0.924, Loss: 0.146
Epoch 9 Batch 126/538 - Train Accuracy: 0.897, Validation Accuracy: 0.924, Loss: 0.141
Epoch 9 Batch 127/538 - Train Accuracy: 0.899, Validation Accuracy: 0.920, Loss: 0.157
Epoch 9 Batch 128/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.147
Epoch 9 Batch 129/538 - Train Accuracy: 0.914, Validation Accuracy: 0.919, Loss: 0.123
Epoch 9 Batch 130/538 - Train Accuracy: 0.900, Validation Accuracy: 0.910, Loss: 0.127
Epoch 9 Batch 131/538 - Train Accuracy: 0.914, Validation Accuracy: 0.909, Loss: 0.132
Epoch 9 Batch 132/538 - Train Accuracy: 0.880, Validation Accuracy: 0.904, Loss: 0.134
Epoch 9 Batch 133/538 - Train Accuracy: 0.908, Validation Accuracy: 0.913, Loss: 0.113
Epoch 9 Batch 134/538 - Train Accuracy: 0.871, Validation Accuracy: 0.917, Loss: 0.147
Epoch 9 Batch 135/538 - Train Accuracy: 0.909, Validation Accuracy: 0.917, Loss: 0.157
Epoch 9 Batch 136/538 - Train Accuracy: 0.913, Validation Accuracy: 0.911, Loss: 0.144
Epoch 9 Batch 137/538 - Train Accuracy: 0.899, Validation Accuracy: 0.907, Loss: 0.162
Epoch 9 Batch 138/538 - Train Accuracy: 0.900, Validation Accuracy: 0.910, Loss: 0.139
Epoch 9 Batch 139/538 - Train Accuracy: 0.900, Validation Accuracy: 0.912, Loss: 0.150
Epoch 9 Batch 140/538 - Train Accuracy: 0.908, Validation Accuracy: 0.905, Loss: 0.157
Epoch 9 Batch 141/538 - Train Accuracy: 0.914, Validation Accuracy: 0.907, Loss: 0.147
Epoch 9 Batch 142/538 - Train Accuracy: 0.908, Validation Accuracy: 0.907, Loss: 0.139
Epoch 9 Batch 143/538 - Train Accuracy: 0.920, Validation Accuracy: 0.897, Loss: 0.145
Epoch 9 Batch 144/538 - Train Accuracy: 0.891, Validation Accuracy: 0.901, Loss: 0.157
Epoch 9 Batch 145/538 - Train Accuracy: 0.892, Validation Accuracy: 0.893, Loss: 0.154
Epoch 9 Batch 146/538 - Train Accuracy: 0.903, Validation Accuracy: 0.892, Loss: 0.133
Epoch 9 Batch 147/538 - Train Accuracy: 0.910, Validation Accuracy: 0.897, Loss: 0.135
Epoch 9 Batch 148/538 - Train Accuracy: 0.883, Validation Accuracy: 0.904, Loss: 0.152
Epoch 9 Batch 149/538 - Train Accuracy: 0.928, Validation Accuracy: 0.913, Loss: 0.126
Epoch 9 Batch 150/538 - Train Accuracy: 0.908, Validation Accuracy: 0.917, Loss: 0.139
Epoch 9 Batch 151/538 - Train Accuracy: 0.900, Validation Accuracy: 0.922, Loss: 0.135
Epoch 9 Batch 152/538 - Train Accuracy: 0.918, Validation Accuracy: 0.919, Loss: 0.136
Epoch 9 Batch 153/538 - Train Accuracy: 0.904, Validation Accuracy: 0.916, Loss: 0.141
Epoch 9 Batch 154/538 - Train Accuracy: 0.903, Validation Accuracy: 0.915, Loss: 0.140
Epoch 9 Batch 155/538 - Train Accuracy: 0.892, Validation Accuracy: 0.915, Loss: 0.145
Epoch 9 Batch 156/538 - Train Accuracy: 0.926, Validation Accuracy: 0.914, Loss: 0.132
Epoch 9 Batch 157/538 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.130
Epoch 9 Batch 158/538 - Train Accuracy: 0.897, Validation Accuracy: 0.913, Loss: 0.155
Epoch 9 Batch 159/538 - Train Accuracy: 0.906, Validation Accuracy: 0.913, Loss: 0.139
Epoch 9 Batch 160/538 - Train Accuracy: 0.903, Validation Accuracy: 0.919, Loss: 0.125
Epoch 9 Batch 161/538 - Train Accuracy: 0.910, Validation Accuracy: 0.918, Loss: 0.133
Epoch 9 Batch 162/538 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.130
Epoch 9 Batch 163/538 - Train Accuracy: 0.885, Validation Accuracy: 0.926, Loss: 0.162
Epoch 9 Batch 164/538 - Train Accuracy: 0.890, Validation Accuracy: 0.921, Loss: 0.146
Epoch 9 Batch 165/538 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.113
Epoch 9 Batch 166/538 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.130
Epoch 9 Batch 167/538 - Train Accuracy: 0.903, Validation Accuracy: 0.927, Loss: 0.147
Epoch 9 Batch 168/538 - Train Accuracy: 0.888, Validation Accuracy: 0.924, Loss: 0.161
Epoch 9 Batch 169/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.128
Epoch 9 Batch 170/538 - Train Accuracy: 0.908, Validation Accuracy: 0.921, Loss: 0.144
Epoch 9 Batch 171/538 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.131
Epoch 9 Batch 172/538 - Train Accuracy: 0.909, Validation Accuracy: 0.921, Loss: 0.143
Epoch 9 Batch 173/538 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.126
Epoch 9 Batch 174/538 - Train Accuracy: 0.887, Validation Accuracy: 0.914, Loss: 0.144
Epoch 9 Batch 175/538 - Train Accuracy: 0.907, Validation Accuracy: 0.919, Loss: 0.132
Epoch 9 Batch 176/538 - Train Accuracy: 0.902, Validation Accuracy: 0.914, Loss: 0.164
Epoch 9 Batch 177/538 - Train Accuracy: 0.905, Validation Accuracy: 0.911, Loss: 0.140
Epoch 9 Batch 178/538 - Train Accuracy: 0.885, Validation Accuracy: 0.915, Loss: 0.143
Epoch 9 Batch 179/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.130
Epoch 9 Batch 180/538 - Train Accuracy: 0.921, Validation Accuracy: 0.911, Loss: 0.133
Epoch 9 Batch 181/538 - Train Accuracy: 0.885, Validation Accuracy: 0.915, Loss: 0.149
Epoch 9 Batch 182/538 - Train Accuracy: 0.910, Validation Accuracy: 0.913, Loss: 0.127
Epoch 9 Batch 183/538 - Train Accuracy: 0.919, Validation Accuracy: 0.917, Loss: 0.127
Epoch 9 Batch 184/538 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.131
Epoch 9 Batch 185/538 - Train Accuracy: 0.918, Validation Accuracy: 0.926, Loss: 0.122
Epoch 9 Batch 186/538 - Train Accuracy: 0.910, Validation Accuracy: 0.924, Loss: 0.133
Epoch 9 Batch 187/538 - Train Accuracy: 0.905, Validation Accuracy: 0.915, Loss: 0.134
Epoch 9 Batch 188/538 - Train Accuracy: 0.920, Validation Accuracy: 0.910, Loss: 0.131
Epoch 9 Batch 189/538 - Train Accuracy: 0.911, Validation Accuracy: 0.918, Loss: 0.138
Epoch 9 Batch 190/538 - Train Accuracy: 0.897, Validation Accuracy: 0.926, Loss: 0.158
Epoch 9 Batch 191/538 - Train Accuracy: 0.908, Validation Accuracy: 0.916, Loss: 0.132
Epoch 9 Batch 192/538 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.131
Epoch 9 Batch 193/538 - Train Accuracy: 0.906, Validation Accuracy: 0.912, Loss: 0.131
Epoch 9 Batch 194/538 - Train Accuracy: 0.896, Validation Accuracy: 0.922, Loss: 0.149
Epoch 9 Batch 195/538 - Train Accuracy: 0.908, Validation Accuracy: 0.922, Loss: 0.130
Epoch 9 Batch 196/538 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.129
Epoch 9 Batch 197/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.137
Epoch 9 Batch 198/538 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.133
Epoch 9 Batch 199/538 - Train Accuracy: 0.910, Validation Accuracy: 0.926, Loss: 0.140
Epoch 9 Batch 200/538 - Train Accuracy: 0.931, Validation Accuracy: 0.924, Loss: 0.121
Epoch 9 Batch 201/538 - Train Accuracy: 0.903, Validation Accuracy: 0.917, Loss: 0.138
Epoch 9 Batch 202/538 - Train Accuracy: 0.925, Validation Accuracy: 0.915, Loss: 0.131
Epoch 9 Batch 203/538 - Train Accuracy: 0.912, Validation Accuracy: 0.917, Loss: 0.148
Epoch 9 Batch 204/538 - Train Accuracy: 0.899, Validation Accuracy: 0.906, Loss: 0.151
Epoch 9 Batch 205/538 - Train Accuracy: 0.922, Validation Accuracy: 0.909, Loss: 0.134
Epoch 9 Batch 206/538 - Train Accuracy: 0.880, Validation Accuracy: 0.909, Loss: 0.132
Epoch 9 Batch 207/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.128
Epoch 9 Batch 208/538 - Train Accuracy: 0.890, Validation Accuracy: 0.926, Loss: 0.157
Epoch 9 Batch 209/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.120
Epoch 9 Batch 210/538 - Train Accuracy: 0.909, Validation Accuracy: 0.925, Loss: 0.142
Epoch 9 Batch 211/538 - Train Accuracy: 0.905, Validation Accuracy: 0.924, Loss: 0.148
Epoch 9 Batch 212/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.137
Epoch 9 Batch 213/538 - Train Accuracy: 0.904, Validation Accuracy: 0.920, Loss: 0.118
Epoch 9 Batch 214/538 - Train Accuracy: 0.917, Validation Accuracy: 0.916, Loss: 0.124
Epoch 9 Batch 215/538 - Train Accuracy: 0.934, Validation Accuracy: 0.914, Loss: 0.128
Epoch 9 Batch 216/538 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.142
Epoch 9 Batch 217/538 - Train Accuracy: 0.923, Validation Accuracy: 0.921, Loss: 0.141
Epoch 9 Batch 218/538 - Train Accuracy: 0.909, Validation Accuracy: 0.922, Loss: 0.126
Epoch 9 Batch 219/538 - Train Accuracy: 0.883, Validation Accuracy: 0.923, Loss: 0.153
Epoch 9 Batch 220/538 - Train Accuracy: 0.887, Validation Accuracy: 0.916, Loss: 0.134
Epoch 9 Batch 221/538 - Train Accuracy: 0.918, Validation Accuracy: 0.910, Loss: 0.137
Epoch 9 Batch 222/538 - Train Accuracy: 0.908, Validation Accuracy: 0.907, Loss: 0.124
Epoch 9 Batch 223/538 - Train Accuracy: 0.887, Validation Accuracy: 0.908, Loss: 0.145
Epoch 9 Batch 224/538 - Train Accuracy: 0.914, Validation Accuracy: 0.901, Loss: 0.157
Epoch 9 Batch 225/538 - Train Accuracy: 0.922, Validation Accuracy: 0.903, Loss: 0.139
Epoch 9 Batch 226/538 - Train Accuracy: 0.921, Validation Accuracy: 0.909, Loss: 0.129
Epoch 9 Batch 227/538 - Train Accuracy: 0.921, Validation Accuracy: 0.910, Loss: 0.123
Epoch 9 Batch 228/538 - Train Accuracy: 0.894, Validation Accuracy: 0.915, Loss: 0.132
Epoch 9 Batch 229/538 - Train Accuracy: 0.911, Validation Accuracy: 0.921, Loss: 0.129
Epoch 9 Batch 230/538 - Train Accuracy: 0.917, Validation Accuracy: 0.920, Loss: 0.139
Epoch 9 Batch 231/538 - Train Accuracy: 0.920, Validation Accuracy: 0.917, Loss: 0.147
Epoch 9 Batch 232/538 - Train Accuracy: 0.902, Validation Accuracy: 0.917, Loss: 0.146
Epoch 9 Batch 233/538 - Train Accuracy: 0.925, Validation Accuracy: 0.923, Loss: 0.140
Epoch 9 Batch 234/538 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.143
Epoch 9 Batch 235/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.122
Epoch 9 Batch 236/538 - Train Accuracy: 0.906, Validation Accuracy: 0.930, Loss: 0.150
Epoch 9 Batch 237/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.134
Epoch 9 Batch 238/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.133
Epoch 9 Batch 239/538 - Train Accuracy: 0.902, Validation Accuracy: 0.925, Loss: 0.142
Epoch 9 Batch 240/538 - Train Accuracy: 0.899, Validation Accuracy: 0.925, Loss: 0.144
Epoch 9 Batch 241/538 - Train Accuracy: 0.908, Validation Accuracy: 0.923, Loss: 0.149
Epoch 9 Batch 242/538 - Train Accuracy: 0.940, Validation Accuracy: 0.919, Loss: 0.132
Epoch 9 Batch 243/538 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.135
Epoch 9 Batch 244/538 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.129
Epoch 9 Batch 245/538 - Train Accuracy: 0.886, Validation Accuracy: 0.922, Loss: 0.140
Epoch 9 Batch 246/538 - Train Accuracy: 0.921, Validation Accuracy: 0.916, Loss: 0.121
Epoch 9 Batch 247/538 - Train Accuracy: 0.896, Validation Accuracy: 0.914, Loss: 0.127
Epoch 9 Batch 248/538 - Train Accuracy: 0.891, Validation Accuracy: 0.924, Loss: 0.148
Epoch 9 Batch 249/538 - Train Accuracy: 0.901, Validation Accuracy: 0.922, Loss: 0.117
Epoch 9 Batch 250/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.132
Epoch 9 Batch 251/538 - Train Accuracy: 0.909, Validation Accuracy: 0.922, Loss: 0.134
Epoch 9 Batch 252/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.126
Epoch 9 Batch 253/538 - Train Accuracy: 0.894, Validation Accuracy: 0.913, Loss: 0.137
Epoch 9 Batch 254/538 - Train Accuracy: 0.899, Validation Accuracy: 0.911, Loss: 0.148
Epoch 9 Batch 255/538 - Train Accuracy: 0.925, Validation Accuracy: 0.913, Loss: 0.123
Epoch 9 Batch 256/538 - Train Accuracy: 0.893, Validation Accuracy: 0.916, Loss: 0.144
Epoch 9 Batch 257/538 - Train Accuracy: 0.920, Validation Accuracy: 0.918, Loss: 0.141
Epoch 9 Batch 258/538 - Train Accuracy: 0.909, Validation Accuracy: 0.918, Loss: 0.142
Epoch 9 Batch 259/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.136
Epoch 9 Batch 260/538 - Train Accuracy: 0.876, Validation Accuracy: 0.913, Loss: 0.142
Epoch 9 Batch 261/538 - Train Accuracy: 0.906, Validation Accuracy: 0.913, Loss: 0.147
Epoch 9 Batch 262/538 - Train Accuracy: 0.936, Validation Accuracy: 0.912, Loss: 0.127
Epoch 9 Batch 263/538 - Train Accuracy: 0.908, Validation Accuracy: 0.912, Loss: 0.123
Epoch 9 Batch 264/538 - Train Accuracy: 0.886, Validation Accuracy: 0.910, Loss: 0.134
Epoch 9 Batch 265/538 - Train Accuracy: 0.892, Validation Accuracy: 0.909, Loss: 0.155
Epoch 9 Batch 266/538 - Train Accuracy: 0.907, Validation Accuracy: 0.906, Loss: 0.139
Epoch 9 Batch 267/538 - Train Accuracy: 0.922, Validation Accuracy: 0.907, Loss: 0.133
Epoch 9 Batch 268/538 - Train Accuracy: 0.907, Validation Accuracy: 0.907, Loss: 0.133
Epoch 9 Batch 269/538 - Train Accuracy: 0.919, Validation Accuracy: 0.909, Loss: 0.149
Epoch 9 Batch 270/538 - Train Accuracy: 0.901, Validation Accuracy: 0.913, Loss: 0.132
Epoch 9 Batch 271/538 - Train Accuracy: 0.897, Validation Accuracy: 0.917, Loss: 0.132
Epoch 9 Batch 272/538 - Train Accuracy: 0.905, Validation Accuracy: 0.918, Loss: 0.140
Epoch 9 Batch 273/538 - Train Accuracy: 0.903, Validation Accuracy: 0.915, Loss: 0.142
Epoch 9 Batch 274/538 - Train Accuracy: 0.865, Validation Accuracy: 0.916, Loss: 0.149
Epoch 9 Batch 275/538 - Train Accuracy: 0.899, Validation Accuracy: 0.910, Loss: 0.144
Epoch 9 Batch 276/538 - Train Accuracy: 0.889, Validation Accuracy: 0.907, Loss: 0.149
Epoch 9 Batch 277/538 - Train Accuracy: 0.902, Validation Accuracy: 0.916, Loss: 0.127
Epoch 9 Batch 278/538 - Train Accuracy: 0.917, Validation Accuracy: 0.906, Loss: 0.136
Epoch 9 Batch 279/538 - Train Accuracy: 0.891, Validation Accuracy: 0.900, Loss: 0.132
Epoch 9 Batch 280/538 - Train Accuracy: 0.920, Validation Accuracy: 0.896, Loss: 0.126
Epoch 9 Batch 281/538 - Train Accuracy: 0.892, Validation Accuracy: 0.900, Loss: 0.146
Epoch 9 Batch 282/538 - Train Accuracy: 0.912, Validation Accuracy: 0.899, Loss: 0.153
Epoch 9 Batch 283/538 - Train Accuracy: 0.917, Validation Accuracy: 0.903, Loss: 0.128
Epoch 9 Batch 284/538 - Train Accuracy: 0.898, Validation Accuracy: 0.901, Loss: 0.152
Epoch 9 Batch 285/538 - Train Accuracy: 0.919, Validation Accuracy: 0.907, Loss: 0.126
Epoch 9 Batch 286/538 - Train Accuracy: 0.907, Validation Accuracy: 0.910, Loss: 0.132
Epoch 9 Batch 287/538 - Train Accuracy: 0.931, Validation Accuracy: 0.912, Loss: 0.119
Epoch 9 Batch 288/538 - Train Accuracy: 0.918, Validation Accuracy: 0.914, Loss: 0.147
Epoch 9 Batch 289/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.117
Epoch 9 Batch 290/538 - Train Accuracy: 0.922, Validation Accuracy: 0.917, Loss: 0.122
Epoch 9 Batch 291/538 - Train Accuracy: 0.906, Validation Accuracy: 0.911, Loss: 0.139
Epoch 9 Batch 292/538 - Train Accuracy: 0.912, Validation Accuracy: 0.911, Loss: 0.121
Epoch 9 Batch 293/538 - Train Accuracy: 0.899, Validation Accuracy: 0.909, Loss: 0.129
Epoch 9 Batch 294/538 - Train Accuracy: 0.898, Validation Accuracy: 0.905, Loss: 0.148
Epoch 9 Batch 295/538 - Train Accuracy: 0.918, Validation Accuracy: 0.906, Loss: 0.136
Epoch 9 Batch 296/538 - Train Accuracy: 0.895, Validation Accuracy: 0.912, Loss: 0.148
Epoch 9 Batch 297/538 - Train Accuracy: 0.913, Validation Accuracy: 0.912, Loss: 0.145
Epoch 9 Batch 298/538 - Train Accuracy: 0.887, Validation Accuracy: 0.913, Loss: 0.135
Epoch 9 Batch 299/538 - Train Accuracy: 0.903, Validation Accuracy: 0.914, Loss: 0.149
Epoch 9 Batch 300/538 - Train Accuracy: 0.887, Validation Accuracy: 0.914, Loss: 0.140
Epoch 9 Batch 301/538 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.139
Epoch 9 Batch 302/538 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.132
Epoch 9 Batch 303/538 - Train Accuracy: 0.913, Validation Accuracy: 0.913, Loss: 0.123
Epoch 9 Batch 304/538 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.142
Epoch 9 Batch 305/538 - Train Accuracy: 0.926, Validation Accuracy: 0.906, Loss: 0.136
Epoch 9 Batch 306/538 - Train Accuracy: 0.910, Validation Accuracy: 0.897, Loss: 0.135
Epoch 9 Batch 307/538 - Train Accuracy: 0.907, Validation Accuracy: 0.901, Loss: 0.128
Epoch 9 Batch 308/538 - Train Accuracy: 0.919, Validation Accuracy: 0.902, Loss: 0.136
Epoch 9 Batch 309/538 - Train Accuracy: 0.936, Validation Accuracy: 0.912, Loss: 0.116
Epoch 9 Batch 310/538 - Train Accuracy: 0.934, Validation Accuracy: 0.917, Loss: 0.136
Epoch 9 Batch 311/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.139
Epoch 9 Batch 312/538 - Train Accuracy: 0.918, Validation Accuracy: 0.932, Loss: 0.129
Epoch 9 Batch 313/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.131
Epoch 9 Batch 314/538 - Train Accuracy: 0.918, Validation Accuracy: 0.927, Loss: 0.135
Epoch 9 Batch 315/538 - Train Accuracy: 0.915, Validation Accuracy: 0.928, Loss: 0.138
Epoch 9 Batch 316/538 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.120
Epoch 9 Batch 317/538 - Train Accuracy: 0.902, Validation Accuracy: 0.924, Loss: 0.146
Epoch 9 Batch 318/538 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.129
Epoch 9 Batch 319/538 - Train Accuracy: 0.909, Validation Accuracy: 0.921, Loss: 0.131
Epoch 9 Batch 320/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.135
Epoch 9 Batch 321/538 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.131
Epoch 9 Batch 322/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.147
Epoch 9 Batch 323/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.128
Epoch 9 Batch 324/538 - Train Accuracy: 0.921, Validation Accuracy: 0.931, Loss: 0.143
Epoch 9 Batch 325/538 - Train Accuracy: 0.911, Validation Accuracy: 0.929, Loss: 0.136
Epoch 9 Batch 326/538 - Train Accuracy: 0.910, Validation Accuracy: 0.933, Loss: 0.144
Epoch 9 Batch 327/538 - Train Accuracy: 0.908, Validation Accuracy: 0.938, Loss: 0.149
Epoch 9 Batch 328/538 - Train Accuracy: 0.921, Validation Accuracy: 0.921, Loss: 0.114
Epoch 9 Batch 329/538 - Train Accuracy: 0.907, Validation Accuracy: 0.926, Loss: 0.130
Epoch 9 Batch 330/538 - Train Accuracy: 0.934, Validation Accuracy: 0.921, Loss: 0.133
Epoch 9 Batch 331/538 - Train Accuracy: 0.907, Validation Accuracy: 0.915, Loss: 0.133
Epoch 9 Batch 332/538 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.140
Epoch 9 Batch 333/538 - Train Accuracy: 0.913, Validation Accuracy: 0.914, Loss: 0.139
Epoch 9 Batch 334/538 - Train Accuracy: 0.925, Validation Accuracy: 0.918, Loss: 0.118
Epoch 9 Batch 335/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.133
Epoch 9 Batch 336/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.125
Epoch 9 Batch 337/538 - Train Accuracy: 0.915, Validation Accuracy: 0.915, Loss: 0.136
Epoch 9 Batch 338/538 - Train Accuracy: 0.904, Validation Accuracy: 0.912, Loss: 0.133
Epoch 9 Batch 339/538 - Train Accuracy: 0.908, Validation Accuracy: 0.913, Loss: 0.130
Epoch 9 Batch 340/538 - Train Accuracy: 0.907, Validation Accuracy: 0.912, Loss: 0.135
Epoch 9 Batch 341/538 - Train Accuracy: 0.913, Validation Accuracy: 0.908, Loss: 0.127
Epoch 9 Batch 342/538 - Train Accuracy: 0.900, Validation Accuracy: 0.915, Loss: 0.125
Epoch 9 Batch 343/538 - Train Accuracy: 0.930, Validation Accuracy: 0.909, Loss: 0.128
Epoch 9 Batch 344/538 - Train Accuracy: 0.931, Validation Accuracy: 0.917, Loss: 0.123
Epoch 9 Batch 345/538 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.133
Epoch 9 Batch 346/538 - Train Accuracy: 0.905, Validation Accuracy: 0.921, Loss: 0.147
Epoch 9 Batch 347/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.129
Epoch 9 Batch 348/538 - Train Accuracy: 0.905, Validation Accuracy: 0.916, Loss: 0.112
Epoch 9 Batch 349/538 - Train Accuracy: 0.927, Validation Accuracy: 0.921, Loss: 0.115
Epoch 9 Batch 350/538 - Train Accuracy: 0.931, Validation Accuracy: 0.913, Loss: 0.157
Epoch 9 Batch 351/538 - Train Accuracy: 0.914, Validation Accuracy: 0.912, Loss: 0.145
Epoch 9 Batch 352/538 - Train Accuracy: 0.902, Validation Accuracy: 0.911, Loss: 0.160
Epoch 9 Batch 353/538 - Train Accuracy: 0.907, Validation Accuracy: 0.909, Loss: 0.133
Epoch 9 Batch 354/538 - Train Accuracy: 0.892, Validation Accuracy: 0.912, Loss: 0.137
Epoch 9 Batch 355/538 - Train Accuracy: 0.902, Validation Accuracy: 0.912, Loss: 0.151
Epoch 9 Batch 356/538 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.130
Epoch 9 Batch 357/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.127
Epoch 9 Batch 358/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.131
Epoch 9 Batch 359/538 - Train Accuracy: 0.899, Validation Accuracy: 0.922, Loss: 0.129
Epoch 9 Batch 360/538 - Train Accuracy: 0.895, Validation Accuracy: 0.918, Loss: 0.127
Epoch 9 Batch 361/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.127
Epoch 9 Batch 362/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.117
Epoch 9 Batch 363/538 - Train Accuracy: 0.902, Validation Accuracy: 0.920, Loss: 0.128
Epoch 9 Batch 364/538 - Train Accuracy: 0.896, Validation Accuracy: 0.922, Loss: 0.147
Epoch 9 Batch 365/538 - Train Accuracy: 0.896, Validation Accuracy: 0.916, Loss: 0.137
Epoch 9 Batch 366/538 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.128
Epoch 9 Batch 367/538 - Train Accuracy: 0.918, Validation Accuracy: 0.919, Loss: 0.123
Epoch 9 Batch 368/538 - Train Accuracy: 0.911, Validation Accuracy: 0.921, Loss: 0.114
Epoch 9 Batch 369/538 - Train Accuracy: 0.934, Validation Accuracy: 0.919, Loss: 0.127
Epoch 9 Batch 370/538 - Train Accuracy: 0.904, Validation Accuracy: 0.919, Loss: 0.142
Epoch 9 Batch 371/538 - Train Accuracy: 0.922, Validation Accuracy: 0.922, Loss: 0.131
Epoch 9 Batch 372/538 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.125
Epoch 9 Batch 373/538 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.111
Epoch 9 Batch 374/538 - Train Accuracy: 0.908, Validation Accuracy: 0.915, Loss: 0.146
Epoch 9 Batch 375/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.118
Epoch 9 Batch 376/538 - Train Accuracy: 0.914, Validation Accuracy: 0.908, Loss: 0.140
Epoch 9 Batch 377/538 - Train Accuracy: 0.905, Validation Accuracy: 0.902, Loss: 0.132
Epoch 9 Batch 378/538 - Train Accuracy: 0.924, Validation Accuracy: 0.910, Loss: 0.130
Epoch 9 Batch 379/538 - Train Accuracy: 0.909, Validation Accuracy: 0.913, Loss: 0.129
Epoch 9 Batch 380/538 - Train Accuracy: 0.917, Validation Accuracy: 0.916, Loss: 0.121
Epoch 9 Batch 381/538 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.121
Epoch 9 Batch 382/538 - Train Accuracy: 0.901, Validation Accuracy: 0.924, Loss: 0.135
Epoch 9 Batch 383/538 - Train Accuracy: 0.909, Validation Accuracy: 0.927, Loss: 0.124
Epoch 9 Batch 384/538 - Train Accuracy: 0.902, Validation Accuracy: 0.916, Loss: 0.128
Epoch 9 Batch 385/538 - Train Accuracy: 0.913, Validation Accuracy: 0.915, Loss: 0.138
Epoch 9 Batch 386/538 - Train Accuracy: 0.900, Validation Accuracy: 0.917, Loss: 0.140
Epoch 9 Batch 387/538 - Train Accuracy: 0.901, Validation Accuracy: 0.920, Loss: 0.134
Epoch 9 Batch 388/538 - Train Accuracy: 0.910, Validation Accuracy: 0.917, Loss: 0.134
Epoch 9 Batch 389/538 - Train Accuracy: 0.894, Validation Accuracy: 0.922, Loss: 0.150
Epoch 9 Batch 390/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.113
Epoch 9 Batch 391/538 - Train Accuracy: 0.896, Validation Accuracy: 0.930, Loss: 0.129
Epoch 9 Batch 392/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.117
Epoch 9 Batch 393/538 - Train Accuracy: 0.914, Validation Accuracy: 0.919, Loss: 0.128
Epoch 9 Batch 394/538 - Train Accuracy: 0.878, Validation Accuracy: 0.916, Loss: 0.137
Epoch 9 Batch 395/538 - Train Accuracy: 0.900, Validation Accuracy: 0.919, Loss: 0.149
Epoch 9 Batch 396/538 - Train Accuracy: 0.903, Validation Accuracy: 0.913, Loss: 0.131
Epoch 9 Batch 397/538 - Train Accuracy: 0.910, Validation Accuracy: 0.918, Loss: 0.139
Epoch 9 Batch 398/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.131
Epoch 9 Batch 399/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.149
Epoch 9 Batch 400/538 - Train Accuracy: 0.922, Validation Accuracy: 0.918, Loss: 0.134
Epoch 9 Batch 401/538 - Train Accuracy: 0.933, Validation Accuracy: 0.912, Loss: 0.139
Epoch 9 Batch 402/538 - Train Accuracy: 0.900, Validation Accuracy: 0.913, Loss: 0.131
Epoch 9 Batch 403/538 - Train Accuracy: 0.921, Validation Accuracy: 0.917, Loss: 0.123
Epoch 9 Batch 404/538 - Train Accuracy: 0.907, Validation Accuracy: 0.916, Loss: 0.132
Epoch 9 Batch 405/538 - Train Accuracy: 0.925, Validation Accuracy: 0.910, Loss: 0.132
Epoch 9 Batch 406/538 - Train Accuracy: 0.898, Validation Accuracy: 0.912, Loss: 0.137
Epoch 9 Batch 407/538 - Train Accuracy: 0.937, Validation Accuracy: 0.917, Loss: 0.139
Epoch 9 Batch 408/538 - Train Accuracy: 0.917, Validation Accuracy: 0.924, Loss: 0.131
Epoch 9 Batch 409/538 - Train Accuracy: 0.902, Validation Accuracy: 0.919, Loss: 0.132
Epoch 9 Batch 410/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.146
Epoch 9 Batch 411/538 - Train Accuracy: 0.922, Validation Accuracy: 0.917, Loss: 0.131
Epoch 9 Batch 412/538 - Train Accuracy: 0.906, Validation Accuracy: 0.908, Loss: 0.125
Epoch 9 Batch 413/538 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.143
Epoch 9 Batch 414/538 - Train Accuracy: 0.881, Validation Accuracy: 0.913, Loss: 0.157
Epoch 9 Batch 415/538 - Train Accuracy: 0.900, Validation Accuracy: 0.915, Loss: 0.132
Epoch 9 Batch 416/538 - Train Accuracy: 0.911, Validation Accuracy: 0.910, Loss: 0.140
Epoch 9 Batch 417/538 - Train Accuracy: 0.916, Validation Accuracy: 0.915, Loss: 0.136
Epoch 9 Batch 418/538 - Train Accuracy: 0.926, Validation Accuracy: 0.913, Loss: 0.134
Epoch 9 Batch 419/538 - Train Accuracy: 0.916, Validation Accuracy: 0.916, Loss: 0.130
Epoch 9 Batch 420/538 - Train Accuracy: 0.931, Validation Accuracy: 0.908, Loss: 0.127
Epoch 9 Batch 421/538 - Train Accuracy: 0.918, Validation Accuracy: 0.909, Loss: 0.126
Epoch 9 Batch 422/538 - Train Accuracy: 0.901, Validation Accuracy: 0.914, Loss: 0.140
Epoch 9 Batch 423/538 - Train Accuracy: 0.923, Validation Accuracy: 0.911, Loss: 0.138
Epoch 9 Batch 424/538 - Train Accuracy: 0.899, Validation Accuracy: 0.906, Loss: 0.136
Epoch 9 Batch 425/538 - Train Accuracy: 0.898, Validation Accuracy: 0.906, Loss: 0.135
Epoch 9 Batch 426/538 - Train Accuracy: 0.897, Validation Accuracy: 0.919, Loss: 0.139
Epoch 9 Batch 427/538 - Train Accuracy: 0.899, Validation Accuracy: 0.919, Loss: 0.143
Epoch 9 Batch 428/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.123
Epoch 9 Batch 429/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.137
Epoch 9 Batch 430/538 - Train Accuracy: 0.906, Validation Accuracy: 0.923, Loss: 0.137
Epoch 9 Batch 431/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.120
Epoch 9 Batch 432/538 - Train Accuracy: 0.917, Validation Accuracy: 0.915, Loss: 0.131
Epoch 9 Batch 433/538 - Train Accuracy: 0.894, Validation Accuracy: 0.914, Loss: 0.165
Epoch 9 Batch 434/538 - Train Accuracy: 0.892, Validation Accuracy: 0.909, Loss: 0.132
Epoch 9 Batch 435/538 - Train Accuracy: 0.903, Validation Accuracy: 0.907, Loss: 0.133
Epoch 9 Batch 436/538 - Train Accuracy: 0.888, Validation Accuracy: 0.907, Loss: 0.147
Epoch 9 Batch 437/538 - Train Accuracy: 0.916, Validation Accuracy: 0.909, Loss: 0.118
Epoch 9 Batch 438/538 - Train Accuracy: 0.919, Validation Accuracy: 0.907, Loss: 0.131
Epoch 9 Batch 439/538 - Train Accuracy: 0.928, Validation Accuracy: 0.912, Loss: 0.122
Epoch 9 Batch 440/538 - Train Accuracy: 0.900, Validation Accuracy: 0.916, Loss: 0.143
Epoch 9 Batch 441/538 - Train Accuracy: 0.892, Validation Accuracy: 0.919, Loss: 0.147
Epoch 9 Batch 442/538 - Train Accuracy: 0.925, Validation Accuracy: 0.915, Loss: 0.108
Epoch 9 Batch 443/538 - Train Accuracy: 0.901, Validation Accuracy: 0.912, Loss: 0.146
Epoch 9 Batch 444/538 - Train Accuracy: 0.932, Validation Accuracy: 0.905, Loss: 0.129
Epoch 9 Batch 445/538 - Train Accuracy: 0.921, Validation Accuracy: 0.904, Loss: 0.119
Epoch 9 Batch 446/538 - Train Accuracy: 0.920, Validation Accuracy: 0.906, Loss: 0.132
Epoch 9 Batch 447/538 - Train Accuracy: 0.905, Validation Accuracy: 0.904, Loss: 0.132
Epoch 9 Batch 448/538 - Train Accuracy: 0.900, Validation Accuracy: 0.906, Loss: 0.126
Epoch 9 Batch 449/538 - Train Accuracy: 0.918, Validation Accuracy: 0.908, Loss: 0.132
Epoch 9 Batch 450/538 - Train Accuracy: 0.905, Validation Accuracy: 0.910, Loss: 0.160
Epoch 9 Batch 451/538 - Train Accuracy: 0.895, Validation Accuracy: 0.912, Loss: 0.131
Epoch 9 Batch 452/538 - Train Accuracy: 0.907, Validation Accuracy: 0.915, Loss: 0.123
Epoch 9 Batch 453/538 - Train Accuracy: 0.907, Validation Accuracy: 0.915, Loss: 0.143
Epoch 9 Batch 454/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.136
Epoch 9 Batch 455/538 - Train Accuracy: 0.909, Validation Accuracy: 0.922, Loss: 0.126
Epoch 9 Batch 456/538 - Train Accuracy: 0.918, Validation Accuracy: 0.919, Loss: 0.151
Epoch 9 Batch 457/538 - Train Accuracy: 0.873, Validation Accuracy: 0.916, Loss: 0.148
Epoch 9 Batch 458/538 - Train Accuracy: 0.931, Validation Accuracy: 0.922, Loss: 0.115
Epoch 9 Batch 459/538 - Train Accuracy: 0.899, Validation Accuracy: 0.913, Loss: 0.122
Epoch 9 Batch 460/538 - Train Accuracy: 0.879, Validation Accuracy: 0.918, Loss: 0.143
Epoch 9 Batch 461/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.136
Epoch 9 Batch 462/538 - Train Accuracy: 0.913, Validation Accuracy: 0.916, Loss: 0.129
Epoch 9 Batch 463/538 - Train Accuracy: 0.879, Validation Accuracy: 0.912, Loss: 0.144
Epoch 9 Batch 464/538 - Train Accuracy: 0.914, Validation Accuracy: 0.912, Loss: 0.139
Epoch 9 Batch 465/538 - Train Accuracy: 0.925, Validation Accuracy: 0.909, Loss: 0.129
Epoch 9 Batch 466/538 - Train Accuracy: 0.902, Validation Accuracy: 0.913, Loss: 0.142
Epoch 9 Batch 467/538 - Train Accuracy: 0.923, Validation Accuracy: 0.917, Loss: 0.133
Epoch 9 Batch 468/538 - Train Accuracy: 0.920, Validation Accuracy: 0.919, Loss: 0.148
Epoch 9 Batch 469/538 - Train Accuracy: 0.905, Validation Accuracy: 0.917, Loss: 0.146
Epoch 9 Batch 470/538 - Train Accuracy: 0.910, Validation Accuracy: 0.910, Loss: 0.130
Epoch 9 Batch 471/538 - Train Accuracy: 0.913, Validation Accuracy: 0.915, Loss: 0.119
Epoch 9 Batch 472/538 - Train Accuracy: 0.949, Validation Accuracy: 0.914, Loss: 0.120
Epoch 9 Batch 473/538 - Train Accuracy: 0.883, Validation Accuracy: 0.910, Loss: 0.132
Epoch 9 Batch 474/538 - Train Accuracy: 0.942, Validation Accuracy: 0.922, Loss: 0.116
Epoch 9 Batch 475/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.117
Epoch 9 Batch 476/538 - Train Accuracy: 0.921, Validation Accuracy: 0.923, Loss: 0.127
Epoch 9 Batch 477/538 - Train Accuracy: 0.901, Validation Accuracy: 0.922, Loss: 0.144
Epoch 9 Batch 478/538 - Train Accuracy: 0.910, Validation Accuracy: 0.914, Loss: 0.126
Epoch 9 Batch 479/538 - Train Accuracy: 0.916, Validation Accuracy: 0.906, Loss: 0.128
Epoch 9 Batch 480/538 - Train Accuracy: 0.915, Validation Accuracy: 0.901, Loss: 0.133
Epoch 9 Batch 481/538 - Train Accuracy: 0.929, Validation Accuracy: 0.901, Loss: 0.125
Epoch 9 Batch 482/538 - Train Accuracy: 0.910, Validation Accuracy: 0.900, Loss: 0.117
Epoch 9 Batch 483/538 - Train Accuracy: 0.860, Validation Accuracy: 0.907, Loss: 0.147
Epoch 9 Batch 484/538 - Train Accuracy: 0.930, Validation Accuracy: 0.914, Loss: 0.137
Epoch 9 Batch 485/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.134
Epoch 9 Batch 486/538 - Train Accuracy: 0.911, Validation Accuracy: 0.915, Loss: 0.115
Epoch 9 Batch 487/538 - Train Accuracy: 0.913, Validation Accuracy: 0.920, Loss: 0.113
Epoch 9 Batch 488/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.128
Epoch 9 Batch 489/538 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.128
Epoch 9 Batch 490/538 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.122
Epoch 9 Batch 491/538 - Train Accuracy: 0.893, Validation Accuracy: 0.923, Loss: 0.147
Epoch 9 Batch 492/538 - Train Accuracy: 0.903, Validation Accuracy: 0.923, Loss: 0.131
Epoch 9 Batch 493/538 - Train Accuracy: 0.900, Validation Accuracy: 0.922, Loss: 0.132
Epoch 9 Batch 494/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.153
Epoch 9 Batch 495/538 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.133
Epoch 9 Batch 496/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.121
Epoch 9 Batch 497/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.126
Epoch 9 Batch 498/538 - Train Accuracy: 0.902, Validation Accuracy: 0.930, Loss: 0.123
Epoch 9 Batch 499/538 - Train Accuracy: 0.912, Validation Accuracy: 0.930, Loss: 0.126
Epoch 9 Batch 500/538 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.112
Epoch 9 Batch 501/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.133
Epoch 9 Batch 502/538 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.117
Epoch 9 Batch 503/538 - Train Accuracy: 0.930, Validation Accuracy: 0.916, Loss: 0.131
Epoch 9 Batch 504/538 - Train Accuracy: 0.934, Validation Accuracy: 0.911, Loss: 0.125
Epoch 9 Batch 505/538 - Train Accuracy: 0.924, Validation Accuracy: 0.911, Loss: 0.120
Epoch 9 Batch 506/538 - Train Accuracy: 0.904, Validation Accuracy: 0.909, Loss: 0.127
Epoch 9 Batch 507/538 - Train Accuracy: 0.889, Validation Accuracy: 0.916, Loss: 0.147
Epoch 9 Batch 508/538 - Train Accuracy: 0.890, Validation Accuracy: 0.917, Loss: 0.128
Epoch 9 Batch 509/538 - Train Accuracy: 0.907, Validation Accuracy: 0.923, Loss: 0.136
Epoch 9 Batch 510/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.122
Epoch 9 Batch 511/538 - Train Accuracy: 0.918, Validation Accuracy: 0.931, Loss: 0.132
Epoch 9 Batch 512/538 - Train Accuracy: 0.913, Validation Accuracy: 0.932, Loss: 0.142
Epoch 9 Batch 513/538 - Train Accuracy: 0.900, Validation Accuracy: 0.923, Loss: 0.127
Epoch 9 Batch 514/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.128
Epoch 9 Batch 515/538 - Train Accuracy: 0.899, Validation Accuracy: 0.914, Loss: 0.147
Epoch 9 Batch 516/538 - Train Accuracy: 0.888, Validation Accuracy: 0.914, Loss: 0.135
Epoch 9 Batch 517/538 - Train Accuracy: 0.931, Validation Accuracy: 0.914, Loss: 0.118
Epoch 9 Batch 518/538 - Train Accuracy: 0.900, Validation Accuracy: 0.921, Loss: 0.140
Epoch 9 Batch 519/538 - Train Accuracy: 0.908, Validation Accuracy: 0.916, Loss: 0.119
Epoch 9 Batch 520/538 - Train Accuracy: 0.921, Validation Accuracy: 0.917, Loss: 0.132
Epoch 9 Batch 521/538 - Train Accuracy: 0.905, Validation Accuracy: 0.917, Loss: 0.145
Epoch 9 Batch 522/538 - Train Accuracy: 0.915, Validation Accuracy: 0.919, Loss: 0.124
Epoch 9 Batch 523/538 - Train Accuracy: 0.900, Validation Accuracy: 0.912, Loss: 0.127
Epoch 9 Batch 524/538 - Train Accuracy: 0.917, Validation Accuracy: 0.906, Loss: 0.131
Epoch 9 Batch 525/538 - Train Accuracy: 0.916, Validation Accuracy: 0.910, Loss: 0.131
Epoch 9 Batch 526/538 - Train Accuracy: 0.916, Validation Accuracy: 0.904, Loss: 0.134
Epoch 9 Batch 527/538 - Train Accuracy: 0.910, Validation Accuracy: 0.895, Loss: 0.134
Epoch 9 Batch 528/538 - Train Accuracy: 0.901, Validation Accuracy: 0.902, Loss: 0.144
Epoch 9 Batch 529/538 - Train Accuracy: 0.887, Validation Accuracy: 0.900, Loss: 0.137
Epoch 9 Batch 530/538 - Train Accuracy: 0.884, Validation Accuracy: 0.899, Loss: 0.143
Epoch 9 Batch 531/538 - Train Accuracy: 0.903, Validation Accuracy: 0.902, Loss: 0.132
Epoch 9 Batch 532/538 - Train Accuracy: 0.916, Validation Accuracy: 0.907, Loss: 0.117
Epoch 9 Batch 533/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.131
Epoch 9 Batch 534/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.121
Epoch 9 Batch 535/538 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.121
Epoch 9 Batch 536/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.148
Epoch 10 Batch 0/538 - Train Accuracy: 0.931, Validation Accuracy: 0.922, Loss: 0.110
Epoch 10 Batch 1/538 - Train Accuracy: 0.940, Validation Accuracy: 0.927, Loss: 0.137
Epoch 10 Batch 2/538 - Train Accuracy: 0.910, Validation Accuracy: 0.927, Loss: 0.145
Epoch 10 Batch 3/538 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.123
Epoch 10 Batch 4/538 - Train Accuracy: 0.912, Validation Accuracy: 0.927, Loss: 0.121
Epoch 10 Batch 5/538 - Train Accuracy: 0.920, Validation Accuracy: 0.920, Loss: 0.127
Epoch 10 Batch 6/538 - Train Accuracy: 0.908, Validation Accuracy: 0.912, Loss: 0.122
Epoch 10 Batch 7/538 - Train Accuracy: 0.917, Validation Accuracy: 0.910, Loss: 0.126
Epoch 10 Batch 8/538 - Train Accuracy: 0.931, Validation Accuracy: 0.907, Loss: 0.133
Epoch 10 Batch 9/538 - Train Accuracy: 0.888, Validation Accuracy: 0.906, Loss: 0.129
Epoch 10 Batch 10/538 - Train Accuracy: 0.919, Validation Accuracy: 0.907, Loss: 0.145
Epoch 10 Batch 11/538 - Train Accuracy: 0.916, Validation Accuracy: 0.909, Loss: 0.133
Epoch 10 Batch 12/538 - Train Accuracy: 0.923, Validation Accuracy: 0.910, Loss: 0.128
Epoch 10 Batch 13/538 - Train Accuracy: 0.935, Validation Accuracy: 0.910, Loss: 0.126
Epoch 10 Batch 14/538 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.118
Epoch 10 Batch 15/538 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.133
Epoch 10 Batch 16/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.125
Epoch 10 Batch 17/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.125
Epoch 10 Batch 18/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.138
Epoch 10 Batch 19/538 - Train Accuracy: 0.909, Validation Accuracy: 0.924, Loss: 0.146
Epoch 10 Batch 20/538 - Train Accuracy: 0.914, Validation Accuracy: 0.921, Loss: 0.135
Epoch 10 Batch 21/538 - Train Accuracy: 0.935, Validation Accuracy: 0.918, Loss: 0.112
Epoch 10 Batch 22/538 - Train Accuracy: 0.911, Validation Accuracy: 0.920, Loss: 0.123
Epoch 10 Batch 23/538 - Train Accuracy: 0.891, Validation Accuracy: 0.920, Loss: 0.143
Epoch 10 Batch 24/538 - Train Accuracy: 0.925, Validation Accuracy: 0.916, Loss: 0.128
Epoch 10 Batch 25/538 - Train Accuracy: 0.914, Validation Accuracy: 0.913, Loss: 0.135
Epoch 10 Batch 26/538 - Train Accuracy: 0.884, Validation Accuracy: 0.908, Loss: 0.138
Epoch 10 Batch 27/538 - Train Accuracy: 0.908, Validation Accuracy: 0.910, Loss: 0.125
Epoch 10 Batch 28/538 - Train Accuracy: 0.900, Validation Accuracy: 0.908, Loss: 0.125
Epoch 10 Batch 29/538 - Train Accuracy: 0.915, Validation Accuracy: 0.908, Loss: 0.115
Epoch 10 Batch 30/538 - Train Accuracy: 0.907, Validation Accuracy: 0.909, Loss: 0.139
Epoch 10 Batch 31/538 - Train Accuracy: 0.924, Validation Accuracy: 0.910, Loss: 0.105
Epoch 10 Batch 32/538 - Train Accuracy: 0.906, Validation Accuracy: 0.910, Loss: 0.115
Epoch 10 Batch 33/538 - Train Accuracy: 0.910, Validation Accuracy: 0.912, Loss: 0.131
Epoch 10 Batch 34/538 - Train Accuracy: 0.907, Validation Accuracy: 0.912, Loss: 0.143
Epoch 10 Batch 35/538 - Train Accuracy: 0.919, Validation Accuracy: 0.920, Loss: 0.118
Epoch 10 Batch 36/538 - Train Accuracy: 0.923, Validation Accuracy: 0.922, Loss: 0.114
Epoch 10 Batch 37/538 - Train Accuracy: 0.906, Validation Accuracy: 0.924, Loss: 0.136
Epoch 10 Batch 38/538 - Train Accuracy: 0.889, Validation Accuracy: 0.924, Loss: 0.136
Epoch 10 Batch 39/538 - Train Accuracy: 0.917, Validation Accuracy: 0.927, Loss: 0.116
Epoch 10 Batch 40/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.111
Epoch 10 Batch 41/538 - Train Accuracy: 0.922, Validation Accuracy: 0.927, Loss: 0.132
Epoch 10 Batch 42/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.122
Epoch 10 Batch 43/538 - Train Accuracy: 0.899, Validation Accuracy: 0.926, Loss: 0.153
Epoch 10 Batch 44/538 - Train Accuracy: 0.905, Validation Accuracy: 0.921, Loss: 0.142
Epoch 10 Batch 45/538 - Train Accuracy: 0.920, Validation Accuracy: 0.922, Loss: 0.123
Epoch 10 Batch 46/538 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.123
Epoch 10 Batch 47/538 - Train Accuracy: 0.928, Validation Accuracy: 0.916, Loss: 0.139
Epoch 10 Batch 48/538 - Train Accuracy: 0.914, Validation Accuracy: 0.916, Loss: 0.127
Epoch 10 Batch 49/538 - Train Accuracy: 0.900, Validation Accuracy: 0.919, Loss: 0.135
Epoch 10 Batch 50/538 - Train Accuracy: 0.912, Validation Accuracy: 0.916, Loss: 0.116
Epoch 10 Batch 51/538 - Train Accuracy: 0.886, Validation Accuracy: 0.912, Loss: 0.151
Epoch 10 Batch 52/538 - Train Accuracy: 0.910, Validation Accuracy: 0.915, Loss: 0.128
Epoch 10 Batch 53/538 - Train Accuracy: 0.898, Validation Accuracy: 0.922, Loss: 0.128
Epoch 10 Batch 54/538 - Train Accuracy: 0.911, Validation Accuracy: 0.927, Loss: 0.115
Epoch 10 Batch 55/538 - Train Accuracy: 0.916, Validation Accuracy: 0.924, Loss: 0.131
Epoch 10 Batch 56/538 - Train Accuracy: 0.910, Validation Accuracy: 0.919, Loss: 0.136
Epoch 10 Batch 57/538 - Train Accuracy: 0.891, Validation Accuracy: 0.927, Loss: 0.138
Epoch 10 Batch 58/538 - Train Accuracy: 0.888, Validation Accuracy: 0.926, Loss: 0.136
Epoch 10 Batch 59/538 - Train Accuracy: 0.901, Validation Accuracy: 0.926, Loss: 0.126
Epoch 10 Batch 60/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.128
Epoch 10 Batch 61/538 - Train Accuracy: 0.910, Validation Accuracy: 0.930, Loss: 0.125
Epoch 10 Batch 62/538 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.122
Epoch 10 Batch 63/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.110
Epoch 10 Batch 64/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.123
Epoch 10 Batch 65/538 - Train Accuracy: 0.893, Validation Accuracy: 0.915, Loss: 0.123
Epoch 10 Batch 66/538 - Train Accuracy: 0.931, Validation Accuracy: 0.913, Loss: 0.123
Epoch 10 Batch 67/538 - Train Accuracy: 0.924, Validation Accuracy: 0.913, Loss: 0.128
Epoch 10 Batch 68/538 - Train Accuracy: 0.908, Validation Accuracy: 0.917, Loss: 0.108
Epoch 10 Batch 69/538 - Train Accuracy: 0.913, Validation Accuracy: 0.917, Loss: 0.121
Epoch 10 Batch 70/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.126
Epoch 10 Batch 71/538 - Train Accuracy: 0.896, Validation Accuracy: 0.914, Loss: 0.136
Epoch 10 Batch 72/538 - Train Accuracy: 0.910, Validation Accuracy: 0.917, Loss: 0.161
Epoch 10 Batch 73/538 - Train Accuracy: 0.897, Validation Accuracy: 0.911, Loss: 0.131
Epoch 10 Batch 74/538 - Train Accuracy: 0.913, Validation Accuracy: 0.912, Loss: 0.130
Epoch 10 Batch 75/538 - Train Accuracy: 0.899, Validation Accuracy: 0.910, Loss: 0.128
Epoch 10 Batch 76/538 - Train Accuracy: 0.909, Validation Accuracy: 0.924, Loss: 0.138
Epoch 10 Batch 77/538 - Train Accuracy: 0.916, Validation Accuracy: 0.922, Loss: 0.120
Epoch 10 Batch 78/538 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.134
Epoch 10 Batch 79/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.107
Epoch 10 Batch 80/538 - Train Accuracy: 0.902, Validation Accuracy: 0.914, Loss: 0.144
Epoch 10 Batch 81/538 - Train Accuracy: 0.914, Validation Accuracy: 0.912, Loss: 0.138
Epoch 10 Batch 82/538 - Train Accuracy: 0.902, Validation Accuracy: 0.909, Loss: 0.128
Epoch 10 Batch 83/538 - Train Accuracy: 0.903, Validation Accuracy: 0.908, Loss: 0.136
Epoch 10 Batch 84/538 - Train Accuracy: 0.897, Validation Accuracy: 0.903, Loss: 0.134
Epoch 10 Batch 85/538 - Train Accuracy: 0.911, Validation Accuracy: 0.903, Loss: 0.122
Epoch 10 Batch 86/538 - Train Accuracy: 0.916, Validation Accuracy: 0.897, Loss: 0.131
Epoch 10 Batch 87/538 - Train Accuracy: 0.907, Validation Accuracy: 0.897, Loss: 0.134
Epoch 10 Batch 88/538 - Train Accuracy: 0.931, Validation Accuracy: 0.904, Loss: 0.129
Epoch 10 Batch 89/538 - Train Accuracy: 0.919, Validation Accuracy: 0.908, Loss: 0.126
Epoch 10 Batch 90/538 - Train Accuracy: 0.900, Validation Accuracy: 0.908, Loss: 0.151
Epoch 10 Batch 91/538 - Train Accuracy: 0.926, Validation Accuracy: 0.913, Loss: 0.140
Epoch 10 Batch 92/538 - Train Accuracy: 0.916, Validation Accuracy: 0.914, Loss: 0.125
Epoch 10 Batch 93/538 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.124
Epoch 10 Batch 94/538 - Train Accuracy: 0.923, Validation Accuracy: 0.902, Loss: 0.127
Epoch 10 Batch 95/538 - Train Accuracy: 0.896, Validation Accuracy: 0.900, Loss: 0.134
Epoch 10 Batch 96/538 - Train Accuracy: 0.926, Validation Accuracy: 0.912, Loss: 0.110
Epoch 10 Batch 97/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.134
Epoch 10 Batch 98/538 - Train Accuracy: 0.915, Validation Accuracy: 0.914, Loss: 0.122
Epoch 10 Batch 99/538 - Train Accuracy: 0.913, Validation Accuracy: 0.913, Loss: 0.119
Epoch 10 Batch 100/538 - Train Accuracy: 0.934, Validation Accuracy: 0.912, Loss: 0.119
Epoch 10 Batch 101/538 - Train Accuracy: 0.888, Validation Accuracy: 0.912, Loss: 0.142
Epoch 10 Batch 102/538 - Train Accuracy: 0.904, Validation Accuracy: 0.918, Loss: 0.137
Epoch 10 Batch 103/538 - Train Accuracy: 0.907, Validation Accuracy: 0.923, Loss: 0.136
Epoch 10 Batch 104/538 - Train Accuracy: 0.918, Validation Accuracy: 0.916, Loss: 0.129
Epoch 10 Batch 105/538 - Train Accuracy: 0.931, Validation Accuracy: 0.922, Loss: 0.116
Epoch 10 Batch 106/538 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.116
Epoch 10 Batch 107/538 - Train Accuracy: 0.900, Validation Accuracy: 0.917, Loss: 0.137
Epoch 10 Batch 108/538 - Train Accuracy: 0.930, Validation Accuracy: 0.914, Loss: 0.120
Epoch 10 Batch 109/538 - Train Accuracy: 0.946, Validation Accuracy: 0.918, Loss: 0.118
Epoch 10 Batch 110/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.124
Epoch 10 Batch 111/538 - Train Accuracy: 0.929, Validation Accuracy: 0.918, Loss: 0.119
Epoch 10 Batch 112/538 - Train Accuracy: 0.903, Validation Accuracy: 0.919, Loss: 0.132
Epoch 10 Batch 113/538 - Train Accuracy: 0.900, Validation Accuracy: 0.912, Loss: 0.128
Epoch 10 Batch 114/538 - Train Accuracy: 0.920, Validation Accuracy: 0.911, Loss: 0.129
Epoch 10 Batch 115/538 - Train Accuracy: 0.900, Validation Accuracy: 0.909, Loss: 0.130
Epoch 10 Batch 116/538 - Train Accuracy: 0.902, Validation Accuracy: 0.910, Loss: 0.139
Epoch 10 Batch 117/538 - Train Accuracy: 0.901, Validation Accuracy: 0.913, Loss: 0.143
Epoch 10 Batch 118/538 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.111
Epoch 10 Batch 119/538 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.113
Epoch 10 Batch 120/538 - Train Accuracy: 0.928, Validation Accuracy: 0.919, Loss: 0.114
Epoch 10 Batch 121/538 - Train Accuracy: 0.913, Validation Accuracy: 0.916, Loss: 0.117
Epoch 10 Batch 122/538 - Train Accuracy: 0.900, Validation Accuracy: 0.916, Loss: 0.121
Epoch 10 Batch 123/538 - Train Accuracy: 0.925, Validation Accuracy: 0.917, Loss: 0.118
Epoch 10 Batch 124/538 - Train Accuracy: 0.908, Validation Accuracy: 0.907, Loss: 0.119
Epoch 10 Batch 125/538 - Train Accuracy: 0.898, Validation Accuracy: 0.915, Loss: 0.134
Epoch 10 Batch 126/538 - Train Accuracy: 0.895, Validation Accuracy: 0.919, Loss: 0.127
Epoch 10 Batch 127/538 - Train Accuracy: 0.906, Validation Accuracy: 0.925, Loss: 0.148
Epoch 10 Batch 128/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.133
Epoch 10 Batch 129/538 - Train Accuracy: 0.914, Validation Accuracy: 0.929, Loss: 0.114
Epoch 10 Batch 130/538 - Train Accuracy: 0.919, Validation Accuracy: 0.922, Loss: 0.118
Epoch 10 Batch 131/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.117
Epoch 10 Batch 132/538 - Train Accuracy: 0.885, Validation Accuracy: 0.912, Loss: 0.131
Epoch 10 Batch 133/538 - Train Accuracy: 0.921, Validation Accuracy: 0.910, Loss: 0.117
Epoch 10 Batch 134/538 - Train Accuracy: 0.892, Validation Accuracy: 0.907, Loss: 0.140
Epoch 10 Batch 135/538 - Train Accuracy: 0.910, Validation Accuracy: 0.904, Loss: 0.148
Epoch 10 Batch 136/538 - Train Accuracy: 0.914, Validation Accuracy: 0.902, Loss: 0.132
Epoch 10 Batch 137/538 - Train Accuracy: 0.905, Validation Accuracy: 0.905, Loss: 0.139
Epoch 10 Batch 138/538 - Train Accuracy: 0.897, Validation Accuracy: 0.909, Loss: 0.122
Epoch 10 Batch 139/538 - Train Accuracy: 0.904, Validation Accuracy: 0.917, Loss: 0.133
Epoch 10 Batch 140/538 - Train Accuracy: 0.900, Validation Accuracy: 0.921, Loss: 0.152
Epoch 10 Batch 141/538 - Train Accuracy: 0.919, Validation Accuracy: 0.917, Loss: 0.138
Epoch 10 Batch 142/538 - Train Accuracy: 0.930, Validation Accuracy: 0.922, Loss: 0.130
Epoch 10 Batch 143/538 - Train Accuracy: 0.920, Validation Accuracy: 0.911, Loss: 0.144
Epoch 10 Batch 144/538 - Train Accuracy: 0.891, Validation Accuracy: 0.900, Loss: 0.141
Epoch 10 Batch 145/538 - Train Accuracy: 0.902, Validation Accuracy: 0.902, Loss: 0.135
Epoch 10 Batch 146/538 - Train Accuracy: 0.918, Validation Accuracy: 0.911, Loss: 0.124
Epoch 10 Batch 147/538 - Train Accuracy: 0.920, Validation Accuracy: 0.911, Loss: 0.129
Epoch 10 Batch 148/538 - Train Accuracy: 0.899, Validation Accuracy: 0.919, Loss: 0.156
Epoch 10 Batch 149/538 - Train Accuracy: 0.939, Validation Accuracy: 0.924, Loss: 0.119
Epoch 10 Batch 150/538 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.121
Epoch 10 Batch 151/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.127
Epoch 10 Batch 152/538 - Train Accuracy: 0.924, Validation Accuracy: 0.915, Loss: 0.132
Epoch 10 Batch 153/538 - Train Accuracy: 0.906, Validation Accuracy: 0.915, Loss: 0.121
Epoch 10 Batch 154/538 - Train Accuracy: 0.923, Validation Accuracy: 0.906, Loss: 0.126
Epoch 10 Batch 155/538 - Train Accuracy: 0.893, Validation Accuracy: 0.909, Loss: 0.135
Epoch 10 Batch 156/538 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.118
Epoch 10 Batch 157/538 - Train Accuracy: 0.934, Validation Accuracy: 0.916, Loss: 0.117
Epoch 10 Batch 158/538 - Train Accuracy: 0.896, Validation Accuracy: 0.915, Loss: 0.134
Epoch 10 Batch 159/538 - Train Accuracy: 0.906, Validation Accuracy: 0.915, Loss: 0.134
Epoch 10 Batch 160/538 - Train Accuracy: 0.893, Validation Accuracy: 0.918, Loss: 0.110
Epoch 10 Batch 161/538 - Train Accuracy: 0.915, Validation Accuracy: 0.916, Loss: 0.125
Epoch 10 Batch 162/538 - Train Accuracy: 0.903, Validation Accuracy: 0.914, Loss: 0.135
Epoch 10 Batch 163/538 - Train Accuracy: 0.906, Validation Accuracy: 0.914, Loss: 0.153
Epoch 10 Batch 164/538 - Train Accuracy: 0.886, Validation Accuracy: 0.916, Loss: 0.134
Epoch 10 Batch 165/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.110
Epoch 10 Batch 166/538 - Train Accuracy: 0.943, Validation Accuracy: 0.918, Loss: 0.116
Epoch 10 Batch 167/538 - Train Accuracy: 0.902, Validation Accuracy: 0.920, Loss: 0.128
Epoch 10 Batch 168/538 - Train Accuracy: 0.881, Validation Accuracy: 0.928, Loss: 0.137
Epoch 10 Batch 169/538 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.121
Epoch 10 Batch 170/538 - Train Accuracy: 0.907, Validation Accuracy: 0.928, Loss: 0.133
Epoch 10 Batch 171/538 - Train Accuracy: 0.912, Validation Accuracy: 0.929, Loss: 0.117
Epoch 10 Batch 172/538 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.123
Epoch 10 Batch 173/538 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.110
Epoch 10 Batch 174/538 - Train Accuracy: 0.892, Validation Accuracy: 0.927, Loss: 0.133
Epoch 10 Batch 175/538 - Train Accuracy: 0.905, Validation Accuracy: 0.926, Loss: 0.116
Epoch 10 Batch 176/538 - Train Accuracy: 0.900, Validation Accuracy: 0.925, Loss: 0.155
Epoch 10 Batch 177/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.135
Epoch 10 Batch 178/538 - Train Accuracy: 0.897, Validation Accuracy: 0.930, Loss: 0.129
Epoch 10 Batch 179/538 - Train Accuracy: 0.918, Validation Accuracy: 0.929, Loss: 0.123
Epoch 10 Batch 180/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.134
Epoch 10 Batch 181/538 - Train Accuracy: 0.900, Validation Accuracy: 0.922, Loss: 0.145
Epoch 10 Batch 182/538 - Train Accuracy: 0.912, Validation Accuracy: 0.918, Loss: 0.114
Epoch 10 Batch 183/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.122
Epoch 10 Batch 184/538 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.120
Epoch 10 Batch 185/538 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.111
Epoch 10 Batch 186/538 - Train Accuracy: 0.913, Validation Accuracy: 0.929, Loss: 0.124
Epoch 10 Batch 187/538 - Train Accuracy: 0.916, Validation Accuracy: 0.924, Loss: 0.133
Epoch 10 Batch 188/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.115
Epoch 10 Batch 189/538 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.129
Epoch 10 Batch 190/538 - Train Accuracy: 0.894, Validation Accuracy: 0.929, Loss: 0.160
Epoch 10 Batch 191/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.119
Epoch 10 Batch 192/538 - Train Accuracy: 0.913, Validation Accuracy: 0.920, Loss: 0.128
Epoch 10 Batch 193/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.118
Epoch 10 Batch 194/538 - Train Accuracy: 0.887, Validation Accuracy: 0.921, Loss: 0.140
Epoch 10 Batch 195/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.122
Epoch 10 Batch 196/538 - Train Accuracy: 0.911, Validation Accuracy: 0.923, Loss: 0.120
Epoch 10 Batch 197/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.135
Epoch 10 Batch 198/538 - Train Accuracy: 0.915, Validation Accuracy: 0.926, Loss: 0.126
Epoch 10 Batch 199/538 - Train Accuracy: 0.909, Validation Accuracy: 0.925, Loss: 0.128
Epoch 10 Batch 200/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.116
Epoch 10 Batch 201/538 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.140
Epoch 10 Batch 202/538 - Train Accuracy: 0.935, Validation Accuracy: 0.917, Loss: 0.131
Epoch 10 Batch 203/538 - Train Accuracy: 0.913, Validation Accuracy: 0.913, Loss: 0.142
Epoch 10 Batch 204/538 - Train Accuracy: 0.902, Validation Accuracy: 0.912, Loss: 0.141
Epoch 10 Batch 205/538 - Train Accuracy: 0.926, Validation Accuracy: 0.915, Loss: 0.117
Epoch 10 Batch 206/538 - Train Accuracy: 0.901, Validation Accuracy: 0.913, Loss: 0.128
Epoch 10 Batch 207/538 - Train Accuracy: 0.923, Validation Accuracy: 0.910, Loss: 0.122
Epoch 10 Batch 208/538 - Train Accuracy: 0.900, Validation Accuracy: 0.913, Loss: 0.143
Epoch 10 Batch 209/538 - Train Accuracy: 0.931, Validation Accuracy: 0.919, Loss: 0.105
Epoch 10 Batch 210/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.142
Epoch 10 Batch 211/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.130
Epoch 10 Batch 212/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.135
Epoch 10 Batch 213/538 - Train Accuracy: 0.894, Validation Accuracy: 0.921, Loss: 0.120
Epoch 10 Batch 214/538 - Train Accuracy: 0.895, Validation Accuracy: 0.918, Loss: 0.119
Epoch 10 Batch 215/538 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.123
Epoch 10 Batch 216/538 - Train Accuracy: 0.934, Validation Accuracy: 0.917, Loss: 0.135
Epoch 10 Batch 217/538 - Train Accuracy: 0.917, Validation Accuracy: 0.909, Loss: 0.128
Epoch 10 Batch 218/538 - Train Accuracy: 0.923, Validation Accuracy: 0.908, Loss: 0.124
Epoch 10 Batch 219/538 - Train Accuracy: 0.890, Validation Accuracy: 0.917, Loss: 0.152
Epoch 10 Batch 220/538 - Train Accuracy: 0.893, Validation Accuracy: 0.913, Loss: 0.124
Epoch 10 Batch 221/538 - Train Accuracy: 0.923, Validation Accuracy: 0.912, Loss: 0.124
Epoch 10 Batch 222/538 - Train Accuracy: 0.904, Validation Accuracy: 0.913, Loss: 0.126
Epoch 10 Batch 223/538 - Train Accuracy: 0.892, Validation Accuracy: 0.908, Loss: 0.143
Epoch 10 Batch 224/538 - Train Accuracy: 0.922, Validation Accuracy: 0.912, Loss: 0.138
Epoch 10 Batch 225/538 - Train Accuracy: 0.931, Validation Accuracy: 0.916, Loss: 0.136
Epoch 10 Batch 226/538 - Train Accuracy: 0.935, Validation Accuracy: 0.915, Loss: 0.129
Epoch 10 Batch 227/538 - Train Accuracy: 0.930, Validation Accuracy: 0.917, Loss: 0.125
Epoch 10 Batch 228/538 - Train Accuracy: 0.904, Validation Accuracy: 0.917, Loss: 0.130
Epoch 10 Batch 229/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.129
Epoch 10 Batch 230/538 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.138
Epoch 10 Batch 231/538 - Train Accuracy: 0.912, Validation Accuracy: 0.921, Loss: 0.140
Epoch 10 Batch 232/538 - Train Accuracy: 0.900, Validation Accuracy: 0.917, Loss: 0.132
Epoch 10 Batch 233/538 - Train Accuracy: 0.921, Validation Accuracy: 0.917, Loss: 0.129
Epoch 10 Batch 234/538 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.142
Epoch 10 Batch 235/538 - Train Accuracy: 0.921, Validation Accuracy: 0.917, Loss: 0.121
Epoch 10 Batch 236/538 - Train Accuracy: 0.908, Validation Accuracy: 0.920, Loss: 0.137
Epoch 10 Batch 237/538 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.112
Epoch 10 Batch 238/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.114
Epoch 10 Batch 239/538 - Train Accuracy: 0.905, Validation Accuracy: 0.923, Loss: 0.129
Epoch 10 Batch 240/538 - Train Accuracy: 0.905, Validation Accuracy: 0.923, Loss: 0.146
Epoch 10 Batch 241/538 - Train Accuracy: 0.895, Validation Accuracy: 0.925, Loss: 0.134
Epoch 10 Batch 242/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.119
Epoch 10 Batch 243/538 - Train Accuracy: 0.927, Validation Accuracy: 0.915, Loss: 0.126
Epoch 10 Batch 244/538 - Train Accuracy: 0.905, Validation Accuracy: 0.916, Loss: 0.123
Epoch 10 Batch 245/538 - Train Accuracy: 0.901, Validation Accuracy: 0.925, Loss: 0.123
Epoch 10 Batch 246/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.116
Epoch 10 Batch 247/538 - Train Accuracy: 0.901, Validation Accuracy: 0.929, Loss: 0.123
Epoch 10 Batch 248/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.128
Epoch 10 Batch 249/538 - Train Accuracy: 0.903, Validation Accuracy: 0.929, Loss: 0.117
Epoch 10 Batch 250/538 - Train Accuracy: 0.923, Validation Accuracy: 0.922, Loss: 0.126
Epoch 10 Batch 251/538 - Train Accuracy: 0.915, Validation Accuracy: 0.913, Loss: 0.131
Epoch 10 Batch 252/538 - Train Accuracy: 0.924, Validation Accuracy: 0.905, Loss: 0.116
Epoch 10 Batch 253/538 - Train Accuracy: 0.893, Validation Accuracy: 0.910, Loss: 0.130
Epoch 10 Batch 254/538 - Train Accuracy: 0.893, Validation Accuracy: 0.910, Loss: 0.128
Epoch 10 Batch 255/538 - Train Accuracy: 0.923, Validation Accuracy: 0.912, Loss: 0.116
Epoch 10 Batch 256/538 - Train Accuracy: 0.902, Validation Accuracy: 0.912, Loss: 0.129
Epoch 10 Batch 257/538 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.123
Epoch 10 Batch 258/538 - Train Accuracy: 0.910, Validation Accuracy: 0.908, Loss: 0.120
Epoch 10 Batch 259/538 - Train Accuracy: 0.929, Validation Accuracy: 0.911, Loss: 0.117
Epoch 10 Batch 260/538 - Train Accuracy: 0.873, Validation Accuracy: 0.908, Loss: 0.141
Epoch 10 Batch 261/538 - Train Accuracy: 0.885, Validation Accuracy: 0.898, Loss: 0.122
Epoch 10 Batch 262/538 - Train Accuracy: 0.938, Validation Accuracy: 0.908, Loss: 0.117
Epoch 10 Batch 263/538 - Train Accuracy: 0.915, Validation Accuracy: 0.907, Loss: 0.119
Epoch 10 Batch 264/538 - Train Accuracy: 0.895, Validation Accuracy: 0.911, Loss: 0.134
Epoch 10 Batch 265/538 - Train Accuracy: 0.905, Validation Accuracy: 0.918, Loss: 0.138
Epoch 10 Batch 266/538 - Train Accuracy: 0.900, Validation Accuracy: 0.917, Loss: 0.132
Epoch 10 Batch 267/538 - Train Accuracy: 0.922, Validation Accuracy: 0.918, Loss: 0.119
Epoch 10 Batch 268/538 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.113
Epoch 10 Batch 269/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.131
Epoch 10 Batch 270/538 - Train Accuracy: 0.909, Validation Accuracy: 0.937, Loss: 0.130
Epoch 10 Batch 271/538 - Train Accuracy: 0.917, Validation Accuracy: 0.938, Loss: 0.130
Epoch 10 Batch 272/538 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.130
Epoch 10 Batch 273/538 - Train Accuracy: 0.906, Validation Accuracy: 0.914, Loss: 0.129
Epoch 10 Batch 274/538 - Train Accuracy: 0.862, Validation Accuracy: 0.911, Loss: 0.136
Epoch 10 Batch 275/538 - Train Accuracy: 0.902, Validation Accuracy: 0.917, Loss: 0.132
Epoch 10 Batch 276/538 - Train Accuracy: 0.900, Validation Accuracy: 0.922, Loss: 0.141
Epoch 10 Batch 277/538 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.116
Epoch 10 Batch 278/538 - Train Accuracy: 0.907, Validation Accuracy: 0.920, Loss: 0.116
Epoch 10 Batch 279/538 - Train Accuracy: 0.903, Validation Accuracy: 0.924, Loss: 0.123
Epoch 10 Batch 280/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.115
Epoch 10 Batch 281/538 - Train Accuracy: 0.896, Validation Accuracy: 0.924, Loss: 0.142
Epoch 10 Batch 282/538 - Train Accuracy: 0.914, Validation Accuracy: 0.915, Loss: 0.140
Epoch 10 Batch 283/538 - Train Accuracy: 0.916, Validation Accuracy: 0.912, Loss: 0.121
Epoch 10 Batch 284/538 - Train Accuracy: 0.911, Validation Accuracy: 0.912, Loss: 0.135
Epoch 10 Batch 285/538 - Train Accuracy: 0.917, Validation Accuracy: 0.918, Loss: 0.113
Epoch 10 Batch 286/538 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.128
Epoch 10 Batch 287/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.114
Epoch 10 Batch 288/538 - Train Accuracy: 0.911, Validation Accuracy: 0.929, Loss: 0.134
Epoch 10 Batch 289/538 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.106
Epoch 10 Batch 290/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.114
Epoch 10 Batch 291/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.130
Epoch 10 Batch 292/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.125
Epoch 10 Batch 293/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.110
Epoch 10 Batch 294/538 - Train Accuracy: 0.908, Validation Accuracy: 0.925, Loss: 0.134
Epoch 10 Batch 295/538 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.122
Epoch 10 Batch 296/538 - Train Accuracy: 0.898, Validation Accuracy: 0.937, Loss: 0.137
Epoch 10 Batch 297/538 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.129
Epoch 10 Batch 298/538 - Train Accuracy: 0.897, Validation Accuracy: 0.936, Loss: 0.135
Epoch 10 Batch 299/538 - Train Accuracy: 0.899, Validation Accuracy: 0.932, Loss: 0.147
Epoch 10 Batch 300/538 - Train Accuracy: 0.904, Validation Accuracy: 0.927, Loss: 0.129
Epoch 10 Batch 301/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.118
Epoch 10 Batch 302/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.124
Epoch 10 Batch 303/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.110
Epoch 10 Batch 304/538 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.131
Epoch 10 Batch 305/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.125
Epoch 10 Batch 306/538 - Train Accuracy: 0.908, Validation Accuracy: 0.925, Loss: 0.137
Epoch 10 Batch 307/538 - Train Accuracy: 0.924, Validation Accuracy: 0.921, Loss: 0.117
Epoch 10 Batch 308/538 - Train Accuracy: 0.933, Validation Accuracy: 0.914, Loss: 0.117
Epoch 10 Batch 309/538 - Train Accuracy: 0.934, Validation Accuracy: 0.911, Loss: 0.107
Epoch 10 Batch 310/538 - Train Accuracy: 0.942, Validation Accuracy: 0.912, Loss: 0.137
Epoch 10 Batch 311/538 - Train Accuracy: 0.907, Validation Accuracy: 0.914, Loss: 0.126
Epoch 10 Batch 312/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.114
Epoch 10 Batch 313/538 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.131
Epoch 10 Batch 314/538 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.116
Epoch 10 Batch 315/538 - Train Accuracy: 0.910, Validation Accuracy: 0.922, Loss: 0.120
Epoch 10 Batch 316/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.113
Epoch 10 Batch 317/538 - Train Accuracy: 0.904, Validation Accuracy: 0.925, Loss: 0.135
Epoch 10 Batch 318/538 - Train Accuracy: 0.911, Validation Accuracy: 0.936, Loss: 0.128
Epoch 10 Batch 319/538 - Train Accuracy: 0.909, Validation Accuracy: 0.932, Loss: 0.129
Epoch 10 Batch 320/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.114
Epoch 10 Batch 321/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.122
Epoch 10 Batch 322/538 - Train Accuracy: 0.925, Validation Accuracy: 0.921, Loss: 0.125
Epoch 10 Batch 323/538 - Train Accuracy: 0.925, Validation Accuracy: 0.918, Loss: 0.117
Epoch 10 Batch 324/538 - Train Accuracy: 0.913, Validation Accuracy: 0.924, Loss: 0.123
Epoch 10 Batch 325/538 - Train Accuracy: 0.904, Validation Accuracy: 0.929, Loss: 0.125
Epoch 10 Batch 326/538 - Train Accuracy: 0.908, Validation Accuracy: 0.928, Loss: 0.126
Epoch 10 Batch 327/538 - Train Accuracy: 0.915, Validation Accuracy: 0.926, Loss: 0.133
Epoch 10 Batch 328/538 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.110
Epoch 10 Batch 329/538 - Train Accuracy: 0.916, Validation Accuracy: 0.924, Loss: 0.118
Epoch 10 Batch 330/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.108
Epoch 10 Batch 331/538 - Train Accuracy: 0.911, Validation Accuracy: 0.923, Loss: 0.115
Epoch 10 Batch 332/538 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.126
Epoch 10 Batch 333/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.118
Epoch 10 Batch 334/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.109
Epoch 10 Batch 335/538 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.125
Epoch 10 Batch 336/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.112
Epoch 10 Batch 337/538 - Train Accuracy: 0.915, Validation Accuracy: 0.924, Loss: 0.125
Epoch 10 Batch 338/538 - Train Accuracy: 0.918, Validation Accuracy: 0.922, Loss: 0.132
Epoch 10 Batch 339/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.117
Epoch 10 Batch 340/538 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.133
Epoch 10 Batch 341/538 - Train Accuracy: 0.919, Validation Accuracy: 0.931, Loss: 0.117
Epoch 10 Batch 342/538 - Train Accuracy: 0.905, Validation Accuracy: 0.926, Loss: 0.111
Epoch 10 Batch 343/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.122
Epoch 10 Batch 344/538 - Train Accuracy: 0.940, Validation Accuracy: 0.919, Loss: 0.113
Epoch 10 Batch 345/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.119
Epoch 10 Batch 346/538 - Train Accuracy: 0.904, Validation Accuracy: 0.926, Loss: 0.130
Epoch 10 Batch 347/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.132
Epoch 10 Batch 348/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.107
Epoch 10 Batch 349/538 - Train Accuracy: 0.945, Validation Accuracy: 0.927, Loss: 0.114
Epoch 10 Batch 350/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.151
Epoch 10 Batch 351/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.136
Epoch 10 Batch 352/538 - Train Accuracy: 0.904, Validation Accuracy: 0.927, Loss: 0.145
Epoch 10 Batch 353/538 - Train Accuracy: 0.909, Validation Accuracy: 0.933, Loss: 0.132
Epoch 10 Batch 354/538 - Train Accuracy: 0.897, Validation Accuracy: 0.932, Loss: 0.125
Epoch 10 Batch 355/538 - Train Accuracy: 0.921, Validation Accuracy: 0.931, Loss: 0.129
Epoch 10 Batch 356/538 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.117
Epoch 10 Batch 357/538 - Train Accuracy: 0.930, Validation Accuracy: 0.918, Loss: 0.124
Epoch 10 Batch 358/538 - Train Accuracy: 0.933, Validation Accuracy: 0.915, Loss: 0.112
Epoch 10 Batch 359/538 - Train Accuracy: 0.906, Validation Accuracy: 0.918, Loss: 0.128
Epoch 10 Batch 360/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.115
Epoch 10 Batch 361/538 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.124
Epoch 10 Batch 362/538 - Train Accuracy: 0.937, Validation Accuracy: 0.919, Loss: 0.115
Epoch 10 Batch 363/538 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.121
Epoch 10 Batch 364/538 - Train Accuracy: 0.906, Validation Accuracy: 0.918, Loss: 0.142
Epoch 10 Batch 365/538 - Train Accuracy: 0.893, Validation Accuracy: 0.915, Loss: 0.117
Epoch 10 Batch 366/538 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.123
Epoch 10 Batch 367/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.113
Epoch 10 Batch 368/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.116
Epoch 10 Batch 369/538 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.121
Epoch 10 Batch 370/538 - Train Accuracy: 0.909, Validation Accuracy: 0.930, Loss: 0.127
Epoch 10 Batch 371/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.122
Epoch 10 Batch 372/538 - Train Accuracy: 0.914, Validation Accuracy: 0.931, Loss: 0.119
Epoch 10 Batch 373/538 - Train Accuracy: 0.915, Validation Accuracy: 0.926, Loss: 0.114
Epoch 10 Batch 374/538 - Train Accuracy: 0.908, Validation Accuracy: 0.926, Loss: 0.126
Epoch 10 Batch 375/538 - Train Accuracy: 0.922, Validation Accuracy: 0.924, Loss: 0.109
Epoch 10 Batch 376/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.129
Epoch 10 Batch 377/538 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.115
Epoch 10 Batch 378/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.116
Epoch 10 Batch 379/538 - Train Accuracy: 0.905, Validation Accuracy: 0.926, Loss: 0.119
Epoch 10 Batch 380/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.118
Epoch 10 Batch 381/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.109
Epoch 10 Batch 382/538 - Train Accuracy: 0.907, Validation Accuracy: 0.932, Loss: 0.114
Epoch 10 Batch 383/538 - Train Accuracy: 0.911, Validation Accuracy: 0.932, Loss: 0.121
Epoch 10 Batch 384/538 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.122
Epoch 10 Batch 385/538 - Train Accuracy: 0.915, Validation Accuracy: 0.930, Loss: 0.122
Epoch 10 Batch 386/538 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.132
Epoch 10 Batch 387/538 - Train Accuracy: 0.925, Validation Accuracy: 0.917, Loss: 0.128
Epoch 10 Batch 388/538 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.119
Epoch 10 Batch 389/538 - Train Accuracy: 0.877, Validation Accuracy: 0.925, Loss: 0.148
Epoch 10 Batch 390/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.104
Epoch 10 Batch 391/538 - Train Accuracy: 0.909, Validation Accuracy: 0.923, Loss: 0.120
Epoch 10 Batch 392/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.116
Epoch 10 Batch 393/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.108
Epoch 10 Batch 394/538 - Train Accuracy: 0.890, Validation Accuracy: 0.930, Loss: 0.127
Epoch 10 Batch 395/538 - Train Accuracy: 0.910, Validation Accuracy: 0.933, Loss: 0.134
Epoch 10 Batch 396/538 - Train Accuracy: 0.915, Validation Accuracy: 0.935, Loss: 0.119
Epoch 10 Batch 397/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.125
Epoch 10 Batch 398/538 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.113
Epoch 10 Batch 399/538 - Train Accuracy: 0.923, Validation Accuracy: 0.927, Loss: 0.131
Epoch 10 Batch 400/538 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.124
Epoch 10 Batch 401/538 - Train Accuracy: 0.932, Validation Accuracy: 0.922, Loss: 0.122
Epoch 10 Batch 402/538 - Train Accuracy: 0.918, Validation Accuracy: 0.919, Loss: 0.115
Epoch 10 Batch 403/538 - Train Accuracy: 0.917, Validation Accuracy: 0.918, Loss: 0.116
Epoch 10 Batch 404/538 - Train Accuracy: 0.909, Validation Accuracy: 0.919, Loss: 0.128
Epoch 10 Batch 405/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.122
Epoch 10 Batch 406/538 - Train Accuracy: 0.894, Validation Accuracy: 0.919, Loss: 0.121
Epoch 10 Batch 407/538 - Train Accuracy: 0.948, Validation Accuracy: 0.919, Loss: 0.129
Epoch 10 Batch 408/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.139
Epoch 10 Batch 409/538 - Train Accuracy: 0.892, Validation Accuracy: 0.926, Loss: 0.122
Epoch 10 Batch 410/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.122
Epoch 10 Batch 411/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.114
Epoch 10 Batch 412/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.114
Epoch 10 Batch 413/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.115
Epoch 10 Batch 414/538 - Train Accuracy: 0.886, Validation Accuracy: 0.923, Loss: 0.133
Epoch 10 Batch 415/538 - Train Accuracy: 0.892, Validation Accuracy: 0.920, Loss: 0.130
Epoch 10 Batch 416/538 - Train Accuracy: 0.911, Validation Accuracy: 0.918, Loss: 0.122
Epoch 10 Batch 417/538 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.125
Epoch 10 Batch 418/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.133
Epoch 10 Batch 419/538 - Train Accuracy: 0.920, Validation Accuracy: 0.919, Loss: 0.120
Epoch 10 Batch 420/538 - Train Accuracy: 0.944, Validation Accuracy: 0.914, Loss: 0.120
Epoch 10 Batch 421/538 - Train Accuracy: 0.911, Validation Accuracy: 0.911, Loss: 0.112
Epoch 10 Batch 422/538 - Train Accuracy: 0.903, Validation Accuracy: 0.912, Loss: 0.123
Epoch 10 Batch 423/538 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.125
Epoch 10 Batch 424/538 - Train Accuracy: 0.905, Validation Accuracy: 0.925, Loss: 0.125
Epoch 10 Batch 425/538 - Train Accuracy: 0.909, Validation Accuracy: 0.928, Loss: 0.135
Epoch 10 Batch 426/538 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.129
Epoch 10 Batch 427/538 - Train Accuracy: 0.906, Validation Accuracy: 0.931, Loss: 0.124
Epoch 10 Batch 428/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.117
Epoch 10 Batch 429/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.128
Epoch 10 Batch 430/538 - Train Accuracy: 0.910, Validation Accuracy: 0.931, Loss: 0.123
Epoch 10 Batch 431/538 - Train Accuracy: 0.915, Validation Accuracy: 0.930, Loss: 0.110
Epoch 10 Batch 432/538 - Train Accuracy: 0.922, Validation Accuracy: 0.930, Loss: 0.124
Epoch 10 Batch 433/538 - Train Accuracy: 0.907, Validation Accuracy: 0.921, Loss: 0.149
Epoch 10 Batch 434/538 - Train Accuracy: 0.906, Validation Accuracy: 0.921, Loss: 0.126
Epoch 10 Batch 435/538 - Train Accuracy: 0.910, Validation Accuracy: 0.922, Loss: 0.127
Epoch 10 Batch 436/538 - Train Accuracy: 0.904, Validation Accuracy: 0.916, Loss: 0.137
Epoch 10 Batch 437/538 - Train Accuracy: 0.920, Validation Accuracy: 0.917, Loss: 0.116
Epoch 10 Batch 438/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.113
Epoch 10 Batch 439/538 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.126
Epoch 10 Batch 440/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.141
Epoch 10 Batch 441/538 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.144
Epoch 10 Batch 442/538 - Train Accuracy: 0.929, Validation Accuracy: 0.917, Loss: 0.104
Epoch 10 Batch 443/538 - Train Accuracy: 0.911, Validation Accuracy: 0.919, Loss: 0.124
Epoch 10 Batch 444/538 - Train Accuracy: 0.932, Validation Accuracy: 0.916, Loss: 0.122
Epoch 10 Batch 445/538 - Train Accuracy: 0.937, Validation Accuracy: 0.908, Loss: 0.113
Epoch 10 Batch 446/538 - Train Accuracy: 0.913, Validation Accuracy: 0.906, Loss: 0.125
Epoch 10 Batch 447/538 - Train Accuracy: 0.915, Validation Accuracy: 0.911, Loss: 0.124
Epoch 10 Batch 448/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.108
Epoch 10 Batch 449/538 - Train Accuracy: 0.930, Validation Accuracy: 0.915, Loss: 0.130
Epoch 10 Batch 450/538 - Train Accuracy: 0.903, Validation Accuracy: 0.921, Loss: 0.142
Epoch 10 Batch 451/538 - Train Accuracy: 0.901, Validation Accuracy: 0.922, Loss: 0.117
Epoch 10 Batch 452/538 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.111
Epoch 10 Batch 453/538 - Train Accuracy: 0.911, Validation Accuracy: 0.923, Loss: 0.127
Epoch 10 Batch 454/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.122
Epoch 10 Batch 455/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.123
Epoch 10 Batch 456/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.144
Epoch 10 Batch 457/538 - Train Accuracy: 0.895, Validation Accuracy: 0.926, Loss: 0.124
Epoch 10 Batch 458/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.115
Epoch 10 Batch 459/538 - Train Accuracy: 0.908, Validation Accuracy: 0.926, Loss: 0.126
Epoch 10 Batch 460/538 - Train Accuracy: 0.896, Validation Accuracy: 0.925, Loss: 0.126
Epoch 10 Batch 461/538 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.130
Epoch 10 Batch 462/538 - Train Accuracy: 0.903, Validation Accuracy: 0.917, Loss: 0.122
Epoch 10 Batch 463/538 - Train Accuracy: 0.896, Validation Accuracy: 0.911, Loss: 0.138
Epoch 10 Batch 464/538 - Train Accuracy: 0.905, Validation Accuracy: 0.912, Loss: 0.116
Epoch 10 Batch 465/538 - Train Accuracy: 0.925, Validation Accuracy: 0.919, Loss: 0.113
Epoch 10 Batch 466/538 - Train Accuracy: 0.908, Validation Accuracy: 0.917, Loss: 0.126
Epoch 10 Batch 467/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.125
Epoch 10 Batch 468/538 - Train Accuracy: 0.917, Validation Accuracy: 0.930, Loss: 0.139
Epoch 10 Batch 469/538 - Train Accuracy: 0.910, Validation Accuracy: 0.923, Loss: 0.127
Epoch 10 Batch 470/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.127
Epoch 10 Batch 471/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.116
Epoch 10 Batch 472/538 - Train Accuracy: 0.954, Validation Accuracy: 0.934, Loss: 0.107
Epoch 10 Batch 473/538 - Train Accuracy: 0.885, Validation Accuracy: 0.931, Loss: 0.130
Epoch 10 Batch 474/538 - Train Accuracy: 0.940, Validation Accuracy: 0.927, Loss: 0.109
Epoch 10 Batch 475/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.115
Epoch 10 Batch 476/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.119
Epoch 10 Batch 477/538 - Train Accuracy: 0.885, Validation Accuracy: 0.930, Loss: 0.145
Epoch 10 Batch 478/538 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.105
Epoch 10 Batch 479/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.117
Epoch 10 Batch 480/538 - Train Accuracy: 0.923, Validation Accuracy: 0.914, Loss: 0.128
Epoch 10 Batch 481/538 - Train Accuracy: 0.928, Validation Accuracy: 0.916, Loss: 0.129
Epoch 10 Batch 482/538 - Train Accuracy: 0.907, Validation Accuracy: 0.916, Loss: 0.114
Epoch 10 Batch 483/538 - Train Accuracy: 0.873, Validation Accuracy: 0.919, Loss: 0.130
Epoch 10 Batch 484/538 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.137
Epoch 10 Batch 485/538 - Train Accuracy: 0.915, Validation Accuracy: 0.917, Loss: 0.126
Epoch 10 Batch 486/538 - Train Accuracy: 0.911, Validation Accuracy: 0.920, Loss: 0.103
Epoch 10 Batch 487/538 - Train Accuracy: 0.916, Validation Accuracy: 0.927, Loss: 0.112
Epoch 10 Batch 488/538 - Train Accuracy: 0.926, Validation Accuracy: 0.921, Loss: 0.110
Epoch 10 Batch 489/538 - Train Accuracy: 0.897, Validation Accuracy: 0.921, Loss: 0.128
Epoch 10 Batch 490/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.114
Epoch 10 Batch 491/538 - Train Accuracy: 0.900, Validation Accuracy: 0.923, Loss: 0.134
Epoch 10 Batch 492/538 - Train Accuracy: 0.910, Validation Accuracy: 0.925, Loss: 0.124
Epoch 10 Batch 493/538 - Train Accuracy: 0.908, Validation Accuracy: 0.927, Loss: 0.115
Epoch 10 Batch 494/538 - Train Accuracy: 0.911, Validation Accuracy: 0.928, Loss: 0.140
Epoch 10 Batch 495/538 - Train Accuracy: 0.906, Validation Accuracy: 0.924, Loss: 0.130
Epoch 10 Batch 496/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.107
Epoch 10 Batch 497/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.121
Epoch 10 Batch 498/538 - Train Accuracy: 0.908, Validation Accuracy: 0.935, Loss: 0.118
Epoch 10 Batch 499/538 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.124
Epoch 10 Batch 500/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.103
Epoch 10 Batch 501/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.127
Epoch 10 Batch 502/538 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.111
Epoch 10 Batch 503/538 - Train Accuracy: 0.931, Validation Accuracy: 0.922, Loss: 0.130
Epoch 10 Batch 504/538 - Train Accuracy: 0.945, Validation Accuracy: 0.920, Loss: 0.110
Epoch 10 Batch 505/538 - Train Accuracy: 0.919, Validation Accuracy: 0.916, Loss: 0.095
Epoch 10 Batch 506/538 - Train Accuracy: 0.912, Validation Accuracy: 0.916, Loss: 0.122
Epoch 10 Batch 507/538 - Train Accuracy: 0.886, Validation Accuracy: 0.924, Loss: 0.133
Epoch 10 Batch 508/538 - Train Accuracy: 0.908, Validation Accuracy: 0.922, Loss: 0.122
Epoch 10 Batch 509/538 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.124
Epoch 10 Batch 510/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.119
Epoch 10 Batch 511/538 - Train Accuracy: 0.914, Validation Accuracy: 0.927, Loss: 0.113
Epoch 10 Batch 512/538 - Train Accuracy: 0.914, Validation Accuracy: 0.928, Loss: 0.133
Epoch 10 Batch 513/538 - Train Accuracy: 0.908, Validation Accuracy: 0.934, Loss: 0.129
Epoch 10 Batch 514/538 - Train Accuracy: 0.912, Validation Accuracy: 0.931, Loss: 0.127
Epoch 10 Batch 515/538 - Train Accuracy: 0.910, Validation Accuracy: 0.931, Loss: 0.136
Epoch 10 Batch 516/538 - Train Accuracy: 0.880, Validation Accuracy: 0.933, Loss: 0.125
Epoch 10 Batch 517/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.117
Epoch 10 Batch 518/538 - Train Accuracy: 0.901, Validation Accuracy: 0.923, Loss: 0.137
Epoch 10 Batch 519/538 - Train Accuracy: 0.917, Validation Accuracy: 0.917, Loss: 0.110
Epoch 10 Batch 520/538 - Train Accuracy: 0.933, Validation Accuracy: 0.918, Loss: 0.124
Epoch 10 Batch 521/538 - Train Accuracy: 0.906, Validation Accuracy: 0.916, Loss: 0.132
Epoch 10 Batch 522/538 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.113
Epoch 10 Batch 523/538 - Train Accuracy: 0.917, Validation Accuracy: 0.924, Loss: 0.117
Epoch 10 Batch 524/538 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.123
Epoch 10 Batch 525/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.116
Epoch 10 Batch 526/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.118
Epoch 10 Batch 527/538 - Train Accuracy: 0.932, Validation Accuracy: 0.920, Loss: 0.112
Epoch 10 Batch 528/538 - Train Accuracy: 0.906, Validation Accuracy: 0.924, Loss: 0.145
Epoch 10 Batch 529/538 - Train Accuracy: 0.891, Validation Accuracy: 0.921, Loss: 0.130
Epoch 10 Batch 530/538 - Train Accuracy: 0.900, Validation Accuracy: 0.919, Loss: 0.141
Epoch 10 Batch 531/538 - Train Accuracy: 0.918, Validation Accuracy: 0.920, Loss: 0.121
Epoch 10 Batch 532/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.112
Epoch 10 Batch 533/538 - Train Accuracy: 0.915, Validation Accuracy: 0.916, Loss: 0.126
Epoch 10 Batch 534/538 - Train Accuracy: 0.927, Validation Accuracy: 0.916, Loss: 0.107
Epoch 10 Batch 535/538 - Train Accuracy: 0.917, Validation Accuracy: 0.915, Loss: 0.111
Epoch 10 Batch 536/538 - Train Accuracy: 0.930, Validation Accuracy: 0.920, Loss: 0.135
Epoch 11 Batch 0/538 - Train Accuracy: 0.925, Validation Accuracy: 0.918, Loss: 0.102
Epoch 11 Batch 1/538 - Train Accuracy: 0.944, Validation Accuracy: 0.916, Loss: 0.120
Epoch 11 Batch 2/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.139
Epoch 11 Batch 3/538 - Train Accuracy: 0.935, Validation Accuracy: 0.918, Loss: 0.114
Epoch 11 Batch 4/538 - Train Accuracy: 0.913, Validation Accuracy: 0.917, Loss: 0.125
Epoch 11 Batch 5/538 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.129
Epoch 11 Batch 6/538 - Train Accuracy: 0.911, Validation Accuracy: 0.915, Loss: 0.123
Epoch 11 Batch 7/538 - Train Accuracy: 0.938, Validation Accuracy: 0.909, Loss: 0.112
Epoch 11 Batch 8/538 - Train Accuracy: 0.932, Validation Accuracy: 0.914, Loss: 0.120
Epoch 11 Batch 9/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.119
Epoch 11 Batch 10/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.130
Epoch 11 Batch 11/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.117
Epoch 11 Batch 12/538 - Train Accuracy: 0.933, Validation Accuracy: 0.919, Loss: 0.123
Epoch 11 Batch 13/538 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.115
Epoch 11 Batch 14/538 - Train Accuracy: 0.910, Validation Accuracy: 0.926, Loss: 0.116
Epoch 11 Batch 15/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.115
Epoch 11 Batch 16/538 - Train Accuracy: 0.910, Validation Accuracy: 0.924, Loss: 0.126
Epoch 11 Batch 17/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.123
Epoch 11 Batch 18/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.140
Epoch 11 Batch 19/538 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.134
Epoch 11 Batch 20/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.122
Epoch 11 Batch 21/538 - Train Accuracy: 0.944, Validation Accuracy: 0.918, Loss: 0.104
Epoch 11 Batch 22/538 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.116
Epoch 11 Batch 23/538 - Train Accuracy: 0.885, Validation Accuracy: 0.920, Loss: 0.137
Epoch 11 Batch 24/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.123
Epoch 11 Batch 25/538 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.125
Epoch 11 Batch 26/538 - Train Accuracy: 0.895, Validation Accuracy: 0.925, Loss: 0.130
Epoch 11 Batch 27/538 - Train Accuracy: 0.909, Validation Accuracy: 0.927, Loss: 0.112
Epoch 11 Batch 28/538 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.115
Epoch 11 Batch 29/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.111
Epoch 11 Batch 30/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.125
Epoch 11 Batch 31/538 - Train Accuracy: 0.927, Validation Accuracy: 0.919, Loss: 0.105
Epoch 11 Batch 32/538 - Train Accuracy: 0.907, Validation Accuracy: 0.915, Loss: 0.105
Epoch 11 Batch 33/538 - Train Accuracy: 0.921, Validation Accuracy: 0.915, Loss: 0.126
Epoch 11 Batch 34/538 - Train Accuracy: 0.896, Validation Accuracy: 0.915, Loss: 0.127
Epoch 11 Batch 35/538 - Train Accuracy: 0.929, Validation Accuracy: 0.913, Loss: 0.105
Epoch 11 Batch 36/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.113
Epoch 11 Batch 37/538 - Train Accuracy: 0.916, Validation Accuracy: 0.918, Loss: 0.125
Epoch 11 Batch 38/538 - Train Accuracy: 0.906, Validation Accuracy: 0.926, Loss: 0.118
Epoch 11 Batch 39/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.114
Epoch 11 Batch 40/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.111
Epoch 11 Batch 41/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.117
Epoch 11 Batch 42/538 - Train Accuracy: 0.919, Validation Accuracy: 0.931, Loss: 0.122
Epoch 11 Batch 43/538 - Train Accuracy: 0.905, Validation Accuracy: 0.929, Loss: 0.143
Epoch 11 Batch 44/538 - Train Accuracy: 0.909, Validation Accuracy: 0.922, Loss: 0.132
Epoch 11 Batch 45/538 - Train Accuracy: 0.920, Validation Accuracy: 0.919, Loss: 0.120
Epoch 11 Batch 46/538 - Train Accuracy: 0.927, Validation Accuracy: 0.919, Loss: 0.105
Epoch 11 Batch 47/538 - Train Accuracy: 0.930, Validation Accuracy: 0.919, Loss: 0.120
Epoch 11 Batch 48/538 - Train Accuracy: 0.908, Validation Accuracy: 0.914, Loss: 0.122
Epoch 11 Batch 49/538 - Train Accuracy: 0.923, Validation Accuracy: 0.917, Loss: 0.125
Epoch 11 Batch 50/538 - Train Accuracy: 0.918, Validation Accuracy: 0.918, Loss: 0.108
Epoch 11 Batch 51/538 - Train Accuracy: 0.898, Validation Accuracy: 0.920, Loss: 0.146
Epoch 11 Batch 52/538 - Train Accuracy: 0.918, Validation Accuracy: 0.912, Loss: 0.139
Epoch 11 Batch 53/538 - Train Accuracy: 0.891, Validation Accuracy: 0.924, Loss: 0.125
Epoch 11 Batch 54/538 - Train Accuracy: 0.917, Validation Accuracy: 0.926, Loss: 0.110
Epoch 11 Batch 55/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.117
Epoch 11 Batch 56/538 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.115
Epoch 11 Batch 57/538 - Train Accuracy: 0.881, Validation Accuracy: 0.924, Loss: 0.139
Epoch 11 Batch 58/538 - Train Accuracy: 0.894, Validation Accuracy: 0.925, Loss: 0.125
Epoch 11 Batch 59/538 - Train Accuracy: 0.914, Validation Accuracy: 0.927, Loss: 0.128
Epoch 11 Batch 60/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.113
Epoch 11 Batch 61/538 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.119
Epoch 11 Batch 62/538 - Train Accuracy: 0.918, Validation Accuracy: 0.920, Loss: 0.117
Epoch 11 Batch 63/538 - Train Accuracy: 0.938, Validation Accuracy: 0.917, Loss: 0.109
Epoch 11 Batch 64/538 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.120
Epoch 11 Batch 65/538 - Train Accuracy: 0.905, Validation Accuracy: 0.915, Loss: 0.127
Epoch 11 Batch 66/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.100
Epoch 11 Batch 67/538 - Train Accuracy: 0.922, Validation Accuracy: 0.922, Loss: 0.114
Epoch 11 Batch 68/538 - Train Accuracy: 0.911, Validation Accuracy: 0.917, Loss: 0.102
Epoch 11 Batch 69/538 - Train Accuracy: 0.922, Validation Accuracy: 0.916, Loss: 0.113
Epoch 11 Batch 70/538 - Train Accuracy: 0.921, Validation Accuracy: 0.911, Loss: 0.114
Epoch 11 Batch 71/538 - Train Accuracy: 0.909, Validation Accuracy: 0.925, Loss: 0.134
Epoch 11 Batch 72/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.143
Epoch 11 Batch 73/538 - Train Accuracy: 0.901, Validation Accuracy: 0.923, Loss: 0.121
Epoch 11 Batch 74/538 - Train Accuracy: 0.923, Validation Accuracy: 0.921, Loss: 0.112
Epoch 11 Batch 75/538 - Train Accuracy: 0.906, Validation Accuracy: 0.925, Loss: 0.113
Epoch 11 Batch 76/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.114
Epoch 11 Batch 77/538 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.117
Epoch 11 Batch 78/538 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.125
Epoch 11 Batch 79/538 - Train Accuracy: 0.908, Validation Accuracy: 0.930, Loss: 0.104
Epoch 11 Batch 80/538 - Train Accuracy: 0.915, Validation Accuracy: 0.927, Loss: 0.139
Epoch 11 Batch 81/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.125
Epoch 11 Batch 82/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.117
Epoch 11 Batch 83/538 - Train Accuracy: 0.927, Validation Accuracy: 0.920, Loss: 0.118
Epoch 11 Batch 84/538 - Train Accuracy: 0.911, Validation Accuracy: 0.914, Loss: 0.121
Epoch 11 Batch 85/538 - Train Accuracy: 0.917, Validation Accuracy: 0.906, Loss: 0.102
Epoch 11 Batch 86/538 - Train Accuracy: 0.925, Validation Accuracy: 0.906, Loss: 0.113
Epoch 11 Batch 87/538 - Train Accuracy: 0.916, Validation Accuracy: 0.907, Loss: 0.118
Epoch 11 Batch 88/538 - Train Accuracy: 0.939, Validation Accuracy: 0.911, Loss: 0.111
Epoch 11 Batch 89/538 - Train Accuracy: 0.913, Validation Accuracy: 0.909, Loss: 0.111
Epoch 11 Batch 90/538 - Train Accuracy: 0.907, Validation Accuracy: 0.909, Loss: 0.133
Epoch 11 Batch 91/538 - Train Accuracy: 0.923, Validation Accuracy: 0.910, Loss: 0.121
Epoch 11 Batch 92/538 - Train Accuracy: 0.931, Validation Accuracy: 0.914, Loss: 0.126
Epoch 11 Batch 93/538 - Train Accuracy: 0.910, Validation Accuracy: 0.907, Loss: 0.105
Epoch 11 Batch 94/538 - Train Accuracy: 0.927, Validation Accuracy: 0.911, Loss: 0.112
Epoch 11 Batch 95/538 - Train Accuracy: 0.924, Validation Accuracy: 0.913, Loss: 0.107
Epoch 11 Batch 96/538 - Train Accuracy: 0.937, Validation Accuracy: 0.921, Loss: 0.102
Epoch 11 Batch 97/538 - Train Accuracy: 0.929, Validation Accuracy: 0.915, Loss: 0.110
Epoch 11 Batch 98/538 - Train Accuracy: 0.912, Validation Accuracy: 0.913, Loss: 0.111
Epoch 11 Batch 99/538 - Train Accuracy: 0.909, Validation Accuracy: 0.917, Loss: 0.111
Epoch 11 Batch 100/538 - Train Accuracy: 0.928, Validation Accuracy: 0.917, Loss: 0.103
Epoch 11 Batch 101/538 - Train Accuracy: 0.898, Validation Accuracy: 0.909, Loss: 0.120
Epoch 11 Batch 102/538 - Train Accuracy: 0.894, Validation Accuracy: 0.912, Loss: 0.127
Epoch 11 Batch 103/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.119
Epoch 11 Batch 104/538 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.115
Epoch 11 Batch 105/538 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.098
Epoch 11 Batch 106/538 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.106
Epoch 11 Batch 107/538 - Train Accuracy: 0.907, Validation Accuracy: 0.920, Loss: 0.132
Epoch 11 Batch 108/538 - Train Accuracy: 0.933, Validation Accuracy: 0.918, Loss: 0.116
Epoch 11 Batch 109/538 - Train Accuracy: 0.944, Validation Accuracy: 0.915, Loss: 0.113
Epoch 11 Batch 110/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.127
Epoch 11 Batch 111/538 - Train Accuracy: 0.935, Validation Accuracy: 0.921, Loss: 0.111
Epoch 11 Batch 112/538 - Train Accuracy: 0.909, Validation Accuracy: 0.915, Loss: 0.120
Epoch 11 Batch 113/538 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.118
Epoch 11 Batch 114/538 - Train Accuracy: 0.911, Validation Accuracy: 0.909, Loss: 0.127
Epoch 11 Batch 115/538 - Train Accuracy: 0.903, Validation Accuracy: 0.915, Loss: 0.130
Epoch 11 Batch 116/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.132
Epoch 11 Batch 117/538 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.119
Epoch 11 Batch 118/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.109
Epoch 11 Batch 119/538 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.100
Epoch 11 Batch 120/538 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.099
Epoch 11 Batch 121/538 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.119
Epoch 11 Batch 122/538 - Train Accuracy: 0.915, Validation Accuracy: 0.936, Loss: 0.111
Epoch 11 Batch 123/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.101
Epoch 11 Batch 124/538 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.113
Epoch 11 Batch 125/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.129
Epoch 11 Batch 126/538 - Train Accuracy: 0.908, Validation Accuracy: 0.930, Loss: 0.124
Epoch 11 Batch 127/538 - Train Accuracy: 0.904, Validation Accuracy: 0.928, Loss: 0.129
Epoch 11 Batch 128/538 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.127
Epoch 11 Batch 129/538 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.118
Epoch 11 Batch 130/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.106
Epoch 11 Batch 131/538 - Train Accuracy: 0.925, Validation Accuracy: 0.920, Loss: 0.117
Epoch 11 Batch 132/538 - Train Accuracy: 0.899, Validation Accuracy: 0.922, Loss: 0.128
Epoch 11 Batch 133/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.099
Epoch 11 Batch 134/538 - Train Accuracy: 0.891, Validation Accuracy: 0.921, Loss: 0.134
Epoch 11 Batch 135/538 - Train Accuracy: 0.914, Validation Accuracy: 0.922, Loss: 0.138
Epoch 11 Batch 136/538 - Train Accuracy: 0.922, Validation Accuracy: 0.922, Loss: 0.119
Epoch 11 Batch 137/538 - Train Accuracy: 0.911, Validation Accuracy: 0.918, Loss: 0.136
Epoch 11 Batch 138/538 - Train Accuracy: 0.905, Validation Accuracy: 0.916, Loss: 0.120
Epoch 11 Batch 139/538 - Train Accuracy: 0.900, Validation Accuracy: 0.912, Loss: 0.137
Epoch 11 Batch 140/538 - Train Accuracy: 0.905, Validation Accuracy: 0.909, Loss: 0.144
Epoch 11 Batch 141/538 - Train Accuracy: 0.929, Validation Accuracy: 0.911, Loss: 0.132
Epoch 11 Batch 142/538 - Train Accuracy: 0.937, Validation Accuracy: 0.904, Loss: 0.115
Epoch 11 Batch 143/538 - Train Accuracy: 0.923, Validation Accuracy: 0.907, Loss: 0.126
Epoch 11 Batch 144/538 - Train Accuracy: 0.920, Validation Accuracy: 0.909, Loss: 0.130
Epoch 11 Batch 145/538 - Train Accuracy: 0.919, Validation Accuracy: 0.903, Loss: 0.139
Epoch 11 Batch 146/538 - Train Accuracy: 0.917, Validation Accuracy: 0.904, Loss: 0.114
Epoch 11 Batch 147/538 - Train Accuracy: 0.923, Validation Accuracy: 0.912, Loss: 0.126
Epoch 11 Batch 148/538 - Train Accuracy: 0.897, Validation Accuracy: 0.920, Loss: 0.140
Epoch 11 Batch 149/538 - Train Accuracy: 0.941, Validation Accuracy: 0.923, Loss: 0.105
Epoch 11 Batch 150/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.109
Epoch 11 Batch 151/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.133
Epoch 11 Batch 152/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.111
Epoch 11 Batch 153/538 - Train Accuracy: 0.921, Validation Accuracy: 0.921, Loss: 0.122
Epoch 11 Batch 154/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.119
Epoch 11 Batch 155/538 - Train Accuracy: 0.907, Validation Accuracy: 0.919, Loss: 0.119
Epoch 11 Batch 156/538 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.113
Epoch 11 Batch 157/538 - Train Accuracy: 0.940, Validation Accuracy: 0.917, Loss: 0.109
Epoch 11 Batch 158/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.125
Epoch 11 Batch 159/538 - Train Accuracy: 0.904, Validation Accuracy: 0.921, Loss: 0.117
Epoch 11 Batch 160/538 - Train Accuracy: 0.889, Validation Accuracy: 0.925, Loss: 0.106
Epoch 11 Batch 161/538 - Train Accuracy: 0.913, Validation Accuracy: 0.924, Loss: 0.118
Epoch 11 Batch 162/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.115
Epoch 11 Batch 163/538 - Train Accuracy: 0.893, Validation Accuracy: 0.921, Loss: 0.133
Epoch 11 Batch 164/538 - Train Accuracy: 0.896, Validation Accuracy: 0.921, Loss: 0.129
Epoch 11 Batch 165/538 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.105
Epoch 11 Batch 166/538 - Train Accuracy: 0.950, Validation Accuracy: 0.922, Loss: 0.101
Epoch 11 Batch 167/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.128
Epoch 11 Batch 168/538 - Train Accuracy: 0.889, Validation Accuracy: 0.918, Loss: 0.147
Epoch 11 Batch 169/538 - Train Accuracy: 0.940, Validation Accuracy: 0.917, Loss: 0.118
Epoch 11 Batch 170/538 - Train Accuracy: 0.907, Validation Accuracy: 0.921, Loss: 0.128
Epoch 11 Batch 171/538 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.126
Epoch 11 Batch 172/538 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.121
Epoch 11 Batch 173/538 - Train Accuracy: 0.933, Validation Accuracy: 0.917, Loss: 0.109
Epoch 11 Batch 174/538 - Train Accuracy: 0.896, Validation Accuracy: 0.922, Loss: 0.128
Epoch 11 Batch 175/538 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.127
Epoch 11 Batch 176/538 - Train Accuracy: 0.900, Validation Accuracy: 0.925, Loss: 0.136
Epoch 11 Batch 177/538 - Train Accuracy: 0.917, Validation Accuracy: 0.930, Loss: 0.124
Epoch 11 Batch 178/538 - Train Accuracy: 0.895, Validation Accuracy: 0.930, Loss: 0.122
Epoch 11 Batch 179/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.117
Epoch 11 Batch 180/538 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.121
Epoch 11 Batch 181/538 - Train Accuracy: 0.898, Validation Accuracy: 0.918, Loss: 0.142
Epoch 11 Batch 182/538 - Train Accuracy: 0.929, Validation Accuracy: 0.917, Loss: 0.110
Epoch 11 Batch 183/538 - Train Accuracy: 0.931, Validation Accuracy: 0.918, Loss: 0.106
Epoch 11 Batch 184/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.113
Epoch 11 Batch 185/538 - Train Accuracy: 0.937, Validation Accuracy: 0.916, Loss: 0.107
Epoch 11 Batch 186/538 - Train Accuracy: 0.914, Validation Accuracy: 0.921, Loss: 0.122
Epoch 11 Batch 187/538 - Train Accuracy: 0.925, Validation Accuracy: 0.923, Loss: 0.123
Epoch 11 Batch 188/538 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.114
Epoch 11 Batch 189/538 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.114
Epoch 11 Batch 190/538 - Train Accuracy: 0.908, Validation Accuracy: 0.926, Loss: 0.140
Epoch 11 Batch 191/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.112
Epoch 11 Batch 192/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.115
Epoch 11 Batch 193/538 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.110
Epoch 11 Batch 194/538 - Train Accuracy: 0.896, Validation Accuracy: 0.924, Loss: 0.132
Epoch 11 Batch 195/538 - Train Accuracy: 0.932, Validation Accuracy: 0.922, Loss: 0.121
Epoch 11 Batch 196/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.115
Epoch 11 Batch 197/538 - Train Accuracy: 0.913, Validation Accuracy: 0.919, Loss: 0.127
Epoch 11 Batch 198/538 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.109
Epoch 11 Batch 199/538 - Train Accuracy: 0.911, Validation Accuracy: 0.911, Loss: 0.125
Epoch 11 Batch 200/538 - Train Accuracy: 0.922, Validation Accuracy: 0.916, Loss: 0.106
Epoch 11 Batch 201/538 - Train Accuracy: 0.910, Validation Accuracy: 0.914, Loss: 0.119
Epoch 11 Batch 202/538 - Train Accuracy: 0.931, Validation Accuracy: 0.911, Loss: 0.117
Epoch 11 Batch 203/538 - Train Accuracy: 0.912, Validation Accuracy: 0.913, Loss: 0.137
Epoch 11 Batch 204/538 - Train Accuracy: 0.908, Validation Accuracy: 0.917, Loss: 0.130
Epoch 11 Batch 205/538 - Train Accuracy: 0.931, Validation Accuracy: 0.919, Loss: 0.115
Epoch 11 Batch 206/538 - Train Accuracy: 0.889, Validation Accuracy: 0.917, Loss: 0.122
Epoch 11 Batch 207/538 - Train Accuracy: 0.930, Validation Accuracy: 0.914, Loss: 0.114
Epoch 11 Batch 208/538 - Train Accuracy: 0.915, Validation Accuracy: 0.916, Loss: 0.133
Epoch 11 Batch 209/538 - Train Accuracy: 0.936, Validation Accuracy: 0.918, Loss: 0.109
Epoch 11 Batch 210/538 - Train Accuracy: 0.906, Validation Accuracy: 0.914, Loss: 0.126
Epoch 11 Batch 211/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.124
Epoch 11 Batch 212/538 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.117
Epoch 11 Batch 213/538 - Train Accuracy: 0.930, Validation Accuracy: 0.920, Loss: 0.106
Epoch 11 Batch 214/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.103
Epoch 11 Batch 215/538 - Train Accuracy: 0.933, Validation Accuracy: 0.916, Loss: 0.124
Epoch 11 Batch 216/538 - Train Accuracy: 0.939, Validation Accuracy: 0.917, Loss: 0.120
Epoch 11 Batch 217/538 - Train Accuracy: 0.927, Validation Accuracy: 0.918, Loss: 0.123
Epoch 11 Batch 218/538 - Train Accuracy: 0.916, Validation Accuracy: 0.913, Loss: 0.128
Epoch 11 Batch 219/538 - Train Accuracy: 0.892, Validation Accuracy: 0.914, Loss: 0.135
Epoch 11 Batch 220/538 - Train Accuracy: 0.905, Validation Accuracy: 0.913, Loss: 0.115
Epoch 11 Batch 221/538 - Train Accuracy: 0.925, Validation Accuracy: 0.917, Loss: 0.115
Epoch 11 Batch 222/538 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.113
Epoch 11 Batch 223/538 - Train Accuracy: 0.903, Validation Accuracy: 0.920, Loss: 0.133
Epoch 11 Batch 224/538 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.142
Epoch 11 Batch 225/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.119
Epoch 11 Batch 226/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.126
Epoch 11 Batch 227/538 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.108
Epoch 11 Batch 228/538 - Train Accuracy: 0.910, Validation Accuracy: 0.929, Loss: 0.118
Epoch 11 Batch 229/538 - Train Accuracy: 0.915, Validation Accuracy: 0.928, Loss: 0.120
Epoch 11 Batch 230/538 - Train Accuracy: 0.908, Validation Accuracy: 0.926, Loss: 0.125
Epoch 11 Batch 231/538 - Train Accuracy: 0.914, Validation Accuracy: 0.927, Loss: 0.137
Epoch 11 Batch 232/538 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.124
Epoch 11 Batch 233/538 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.121
Epoch 11 Batch 234/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.122
Epoch 11 Batch 235/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.106
Epoch 11 Batch 236/538 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.128
Epoch 11 Batch 237/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.110
Epoch 11 Batch 238/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.106
Epoch 11 Batch 239/538 - Train Accuracy: 0.904, Validation Accuracy: 0.928, Loss: 0.120
Epoch 11 Batch 240/538 - Train Accuracy: 0.904, Validation Accuracy: 0.929, Loss: 0.129
Epoch 11 Batch 241/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.124
Epoch 11 Batch 242/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.113
Epoch 11 Batch 243/538 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.116
Epoch 11 Batch 244/538 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.108
Epoch 11 Batch 245/538 - Train Accuracy: 0.904, Validation Accuracy: 0.927, Loss: 0.130
Epoch 11 Batch 246/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.101
Epoch 11 Batch 247/538 - Train Accuracy: 0.905, Validation Accuracy: 0.922, Loss: 0.114
Epoch 11 Batch 248/538 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.117
Epoch 11 Batch 249/538 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.096
Epoch 11 Batch 250/538 - Train Accuracy: 0.929, Validation Accuracy: 0.921, Loss: 0.112
Epoch 11 Batch 251/538 - Train Accuracy: 0.914, Validation Accuracy: 0.921, Loss: 0.111
Epoch 11 Batch 252/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.108
Epoch 11 Batch 253/538 - Train Accuracy: 0.904, Validation Accuracy: 0.920, Loss: 0.107
Epoch 11 Batch 254/538 - Train Accuracy: 0.902, Validation Accuracy: 0.914, Loss: 0.134
Epoch 11 Batch 255/538 - Train Accuracy: 0.930, Validation Accuracy: 0.915, Loss: 0.100
Epoch 11 Batch 256/538 - Train Accuracy: 0.908, Validation Accuracy: 0.921, Loss: 0.125
Epoch 11 Batch 257/538 - Train Accuracy: 0.935, Validation Accuracy: 0.921, Loss: 0.115
Epoch 11 Batch 258/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.120
Epoch 11 Batch 259/538 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.112
Epoch 11 Batch 260/538 - Train Accuracy: 0.875, Validation Accuracy: 0.912, Loss: 0.126
Epoch 11 Batch 261/538 - Train Accuracy: 0.903, Validation Accuracy: 0.906, Loss: 0.137
Epoch 11 Batch 262/538 - Train Accuracy: 0.930, Validation Accuracy: 0.908, Loss: 0.116
Epoch 11 Batch 263/538 - Train Accuracy: 0.906, Validation Accuracy: 0.910, Loss: 0.109
Epoch 11 Batch 264/538 - Train Accuracy: 0.904, Validation Accuracy: 0.911, Loss: 0.130
Epoch 11 Batch 265/538 - Train Accuracy: 0.901, Validation Accuracy: 0.914, Loss: 0.128
Epoch 11 Batch 266/538 - Train Accuracy: 0.913, Validation Accuracy: 0.918, Loss: 0.124
Epoch 11 Batch 267/538 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.118
Epoch 11 Batch 268/538 - Train Accuracy: 0.914, Validation Accuracy: 0.931, Loss: 0.116
Epoch 11 Batch 269/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.123
Epoch 11 Batch 270/538 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.108
Epoch 11 Batch 271/538 - Train Accuracy: 0.919, Validation Accuracy: 0.936, Loss: 0.110
Epoch 11 Batch 272/538 - Train Accuracy: 0.909, Validation Accuracy: 0.925, Loss: 0.124
Epoch 11 Batch 273/538 - Train Accuracy: 0.900, Validation Accuracy: 0.927, Loss: 0.122
Epoch 11 Batch 274/538 - Train Accuracy: 0.881, Validation Accuracy: 0.921, Loss: 0.129
Epoch 11 Batch 275/538 - Train Accuracy: 0.902, Validation Accuracy: 0.922, Loss: 0.133
Epoch 11 Batch 276/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.133
Epoch 11 Batch 277/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.112
Epoch 11 Batch 278/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.116
Epoch 11 Batch 279/538 - Train Accuracy: 0.899, Validation Accuracy: 0.929, Loss: 0.110
Epoch 11 Batch 280/538 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.104
Epoch 11 Batch 281/538 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.139
Epoch 11 Batch 282/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.135
Epoch 11 Batch 283/538 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.119
Epoch 11 Batch 284/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.128
Epoch 11 Batch 285/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.108
Epoch 11 Batch 286/538 - Train Accuracy: 0.921, Validation Accuracy: 0.923, Loss: 0.128
Epoch 11 Batch 287/538 - Train Accuracy: 0.927, Validation Accuracy: 0.924, Loss: 0.110
Epoch 11 Batch 288/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.128
Epoch 11 Batch 289/538 - Train Accuracy: 0.909, Validation Accuracy: 0.931, Loss: 0.108
Epoch 11 Batch 290/538 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.096
Epoch 11 Batch 291/538 - Train Accuracy: 0.918, Validation Accuracy: 0.937, Loss: 0.111
Epoch 11 Batch 292/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.102
Epoch 11 Batch 293/538 - Train Accuracy: 0.909, Validation Accuracy: 0.932, Loss: 0.117
Epoch 11 Batch 294/538 - Train Accuracy: 0.922, Validation Accuracy: 0.931, Loss: 0.124
Epoch 11 Batch 295/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.120
Epoch 11 Batch 296/538 - Train Accuracy: 0.906, Validation Accuracy: 0.931, Loss: 0.134
Epoch 11 Batch 297/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.123
Epoch 11 Batch 298/538 - Train Accuracy: 0.898, Validation Accuracy: 0.929, Loss: 0.113
Epoch 11 Batch 299/538 - Train Accuracy: 0.913, Validation Accuracy: 0.924, Loss: 0.136
Epoch 11 Batch 300/538 - Train Accuracy: 0.891, Validation Accuracy: 0.924, Loss: 0.114
Epoch 11 Batch 301/538 - Train Accuracy: 0.903, Validation Accuracy: 0.923, Loss: 0.122
Epoch 11 Batch 302/538 - Train Accuracy: 0.927, Validation Accuracy: 0.918, Loss: 0.118
Epoch 11 Batch 303/538 - Train Accuracy: 0.923, Validation Accuracy: 0.914, Loss: 0.111
Epoch 11 Batch 304/538 - Train Accuracy: 0.902, Validation Accuracy: 0.922, Loss: 0.118
Epoch 11 Batch 305/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.109
Epoch 11 Batch 306/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.122
Epoch 11 Batch 307/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.114
Epoch 11 Batch 308/538 - Train Accuracy: 0.940, Validation Accuracy: 0.924, Loss: 0.118
Epoch 11 Batch 309/538 - Train Accuracy: 0.936, Validation Accuracy: 0.922, Loss: 0.106
Epoch 11 Batch 310/538 - Train Accuracy: 0.940, Validation Accuracy: 0.919, Loss: 0.125
Epoch 11 Batch 311/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.119
Epoch 11 Batch 312/538 - Train Accuracy: 0.922, Validation Accuracy: 0.922, Loss: 0.105
Epoch 11 Batch 313/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.118
Epoch 11 Batch 314/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.124
Epoch 11 Batch 315/538 - Train Accuracy: 0.922, Validation Accuracy: 0.931, Loss: 0.121
Epoch 11 Batch 316/538 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.107
Epoch 11 Batch 317/538 - Train Accuracy: 0.907, Validation Accuracy: 0.932, Loss: 0.134
Epoch 11 Batch 318/538 - Train Accuracy: 0.909, Validation Accuracy: 0.935, Loss: 0.110
Epoch 11 Batch 319/538 - Train Accuracy: 0.910, Validation Accuracy: 0.935, Loss: 0.111
Epoch 11 Batch 320/538 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.120
Epoch 11 Batch 321/538 - Train Accuracy: 0.911, Validation Accuracy: 0.936, Loss: 0.116
Epoch 11 Batch 322/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.119
Epoch 11 Batch 323/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.108
Epoch 11 Batch 324/538 - Train Accuracy: 0.909, Validation Accuracy: 0.928, Loss: 0.109
Epoch 11 Batch 325/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.118
Epoch 11 Batch 326/538 - Train Accuracy: 0.922, Validation Accuracy: 0.927, Loss: 0.122
Epoch 11 Batch 327/538 - Train Accuracy: 0.920, Validation Accuracy: 0.935, Loss: 0.128
Epoch 11 Batch 328/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.114
Epoch 11 Batch 329/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.120
Epoch 11 Batch 330/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.112
Epoch 11 Batch 331/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.110
Epoch 11 Batch 332/538 - Train Accuracy: 0.913, Validation Accuracy: 0.920, Loss: 0.119
Epoch 11 Batch 333/538 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.110
Epoch 11 Batch 334/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.110
Epoch 11 Batch 335/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.107
Epoch 11 Batch 336/538 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.114
Epoch 11 Batch 337/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.129
Epoch 11 Batch 338/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.118
Epoch 11 Batch 339/538 - Train Accuracy: 0.914, Validation Accuracy: 0.928, Loss: 0.114
Epoch 11 Batch 340/538 - Train Accuracy: 0.902, Validation Accuracy: 0.933, Loss: 0.119
Epoch 11 Batch 341/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.105
Epoch 11 Batch 342/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.110
Epoch 11 Batch 343/538 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.118
Epoch 11 Batch 344/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.114
Epoch 11 Batch 345/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.125
Epoch 11 Batch 346/538 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.123
Epoch 11 Batch 347/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.116
Epoch 11 Batch 348/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.096
Epoch 11 Batch 349/538 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.093
Epoch 11 Batch 350/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.139
Epoch 11 Batch 351/538 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.132
Epoch 11 Batch 352/538 - Train Accuracy: 0.904, Validation Accuracy: 0.933, Loss: 0.147
Epoch 11 Batch 353/538 - Train Accuracy: 0.914, Validation Accuracy: 0.934, Loss: 0.123
Epoch 11 Batch 354/538 - Train Accuracy: 0.899, Validation Accuracy: 0.928, Loss: 0.125
Epoch 11 Batch 355/538 - Train Accuracy: 0.928, Validation Accuracy: 0.922, Loss: 0.128
Epoch 11 Batch 356/538 - Train Accuracy: 0.922, Validation Accuracy: 0.916, Loss: 0.121
Epoch 11 Batch 357/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.109
Epoch 11 Batch 358/538 - Train Accuracy: 0.935, Validation Accuracy: 0.924, Loss: 0.111
Epoch 11 Batch 359/538 - Train Accuracy: 0.912, Validation Accuracy: 0.927, Loss: 0.119
Epoch 11 Batch 360/538 - Train Accuracy: 0.890, Validation Accuracy: 0.920, Loss: 0.120
Epoch 11 Batch 361/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.115
Epoch 11 Batch 362/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.109
Epoch 11 Batch 363/538 - Train Accuracy: 0.910, Validation Accuracy: 0.928, Loss: 0.112
Epoch 11 Batch 364/538 - Train Accuracy: 0.908, Validation Accuracy: 0.927, Loss: 0.132
Epoch 11 Batch 365/538 - Train Accuracy: 0.905, Validation Accuracy: 0.930, Loss: 0.104
Epoch 11 Batch 366/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.117
Epoch 11 Batch 367/538 - Train Accuracy: 0.923, Validation Accuracy: 0.929, Loss: 0.101
Epoch 11 Batch 368/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.108
Epoch 11 Batch 369/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.107
Epoch 11 Batch 370/538 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.124
Epoch 11 Batch 371/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.112
Epoch 11 Batch 372/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.112
Epoch 11 Batch 373/538 - Train Accuracy: 0.910, Validation Accuracy: 0.925, Loss: 0.101
Epoch 11 Batch 374/538 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.119
Epoch 11 Batch 375/538 - Train Accuracy: 0.922, Validation Accuracy: 0.930, Loss: 0.108
Epoch 11 Batch 376/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.127
Epoch 11 Batch 377/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.110
Epoch 11 Batch 378/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.106
Epoch 11 Batch 379/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.110
Epoch 11 Batch 380/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.100
Epoch 11 Batch 381/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.102
Epoch 11 Batch 382/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.117
Epoch 11 Batch 383/538 - Train Accuracy: 0.912, Validation Accuracy: 0.932, Loss: 0.122
Epoch 11 Batch 384/538 - Train Accuracy: 0.912, Validation Accuracy: 0.931, Loss: 0.111
Epoch 11 Batch 385/538 - Train Accuracy: 0.913, Validation Accuracy: 0.938, Loss: 0.122
Epoch 11 Batch 386/538 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.127
Epoch 11 Batch 387/538 - Train Accuracy: 0.925, Validation Accuracy: 0.939, Loss: 0.118
Epoch 11 Batch 388/538 - Train Accuracy: 0.915, Validation Accuracy: 0.936, Loss: 0.110
Epoch 11 Batch 389/538 - Train Accuracy: 0.911, Validation Accuracy: 0.934, Loss: 0.138
Epoch 11 Batch 390/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.101
Epoch 11 Batch 391/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.111
Epoch 11 Batch 392/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.104
Epoch 11 Batch 393/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.111
Epoch 11 Batch 394/538 - Train Accuracy: 0.899, Validation Accuracy: 0.922, Loss: 0.117
Epoch 11 Batch 395/538 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.126
Epoch 11 Batch 396/538 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.120
Epoch 11 Batch 397/538 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.129
Epoch 11 Batch 398/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.115
Epoch 11 Batch 399/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.123
Epoch 11 Batch 400/538 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.124
Epoch 11 Batch 401/538 - Train Accuracy: 0.937, Validation Accuracy: 0.921, Loss: 0.112
Epoch 11 Batch 402/538 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.115
Epoch 11 Batch 403/538 - Train Accuracy: 0.941, Validation Accuracy: 0.920, Loss: 0.108
Epoch 11 Batch 404/538 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.117
Epoch 11 Batch 405/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.110
Epoch 11 Batch 406/538 - Train Accuracy: 0.905, Validation Accuracy: 0.928, Loss: 0.120
Epoch 11 Batch 407/538 - Train Accuracy: 0.949, Validation Accuracy: 0.928, Loss: 0.111
Epoch 11 Batch 408/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.132
Epoch 11 Batch 409/538 - Train Accuracy: 0.902, Validation Accuracy: 0.924, Loss: 0.120
Epoch 11 Batch 410/538 - Train Accuracy: 0.934, Validation Accuracy: 0.929, Loss: 0.114
Epoch 11 Batch 411/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.109
Epoch 11 Batch 412/538 - Train Accuracy: 0.915, Validation Accuracy: 0.929, Loss: 0.103
Epoch 11 Batch 413/538 - Train Accuracy: 0.928, Validation Accuracy: 0.923, Loss: 0.110
Epoch 11 Batch 414/538 - Train Accuracy: 0.892, Validation Accuracy: 0.918, Loss: 0.133
Epoch 11 Batch 415/538 - Train Accuracy: 0.901, Validation Accuracy: 0.920, Loss: 0.124
Epoch 11 Batch 416/538 - Train Accuracy: 0.923, Validation Accuracy: 0.921, Loss: 0.111
Epoch 11 Batch 417/538 - Train Accuracy: 0.924, Validation Accuracy: 0.914, Loss: 0.123
Epoch 11 Batch 418/538 - Train Accuracy: 0.925, Validation Accuracy: 0.914, Loss: 0.125
Epoch 11 Batch 419/538 - Train Accuracy: 0.928, Validation Accuracy: 0.909, Loss: 0.114
Epoch 11 Batch 420/538 - Train Accuracy: 0.923, Validation Accuracy: 0.909, Loss: 0.112
Epoch 11 Batch 421/538 - Train Accuracy: 0.928, Validation Accuracy: 0.923, Loss: 0.111
Epoch 11 Batch 422/538 - Train Accuracy: 0.906, Validation Accuracy: 0.932, Loss: 0.114
Epoch 11 Batch 423/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.116
Epoch 11 Batch 424/538 - Train Accuracy: 0.919, Validation Accuracy: 0.929, Loss: 0.123
Epoch 11 Batch 425/538 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.133
Epoch 11 Batch 426/538 - Train Accuracy: 0.914, Validation Accuracy: 0.929, Loss: 0.120
Epoch 11 Batch 427/538 - Train Accuracy: 0.911, Validation Accuracy: 0.932, Loss: 0.118
Epoch 11 Batch 428/538 - Train Accuracy: 0.935, Validation Accuracy: 0.920, Loss: 0.101
Epoch 11 Batch 429/538 - Train Accuracy: 0.920, Validation Accuracy: 0.911, Loss: 0.114
Epoch 11 Batch 430/538 - Train Accuracy: 0.912, Validation Accuracy: 0.911, Loss: 0.112
Epoch 11 Batch 431/538 - Train Accuracy: 0.913, Validation Accuracy: 0.908, Loss: 0.111
Epoch 11 Batch 432/538 - Train Accuracy: 0.911, Validation Accuracy: 0.904, Loss: 0.116
Epoch 11 Batch 433/538 - Train Accuracy: 0.907, Validation Accuracy: 0.908, Loss: 0.137
Epoch 11 Batch 434/538 - Train Accuracy: 0.901, Validation Accuracy: 0.913, Loss: 0.111
Epoch 11 Batch 435/538 - Train Accuracy: 0.917, Validation Accuracy: 0.912, Loss: 0.113
Epoch 11 Batch 436/538 - Train Accuracy: 0.893, Validation Accuracy: 0.916, Loss: 0.124
Epoch 11 Batch 437/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.118
Epoch 11 Batch 438/538 - Train Accuracy: 0.914, Validation Accuracy: 0.914, Loss: 0.101
Epoch 11 Batch 439/538 - Train Accuracy: 0.939, Validation Accuracy: 0.914, Loss: 0.119
Epoch 11 Batch 440/538 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.126
Epoch 11 Batch 441/538 - Train Accuracy: 0.900, Validation Accuracy: 0.930, Loss: 0.128
Epoch 11 Batch 442/538 - Train Accuracy: 0.920, Validation Accuracy: 0.939, Loss: 0.096
Epoch 11 Batch 443/538 - Train Accuracy: 0.911, Validation Accuracy: 0.937, Loss: 0.124
Epoch 11 Batch 444/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.113
Epoch 11 Batch 445/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.099
Epoch 11 Batch 446/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.116
Epoch 11 Batch 447/538 - Train Accuracy: 0.913, Validation Accuracy: 0.923, Loss: 0.120
Epoch 11 Batch 448/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.105
Epoch 11 Batch 449/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.121
Epoch 11 Batch 450/538 - Train Accuracy: 0.905, Validation Accuracy: 0.918, Loss: 0.144
Epoch 11 Batch 451/538 - Train Accuracy: 0.898, Validation Accuracy: 0.917, Loss: 0.108
Epoch 11 Batch 452/538 - Train Accuracy: 0.922, Validation Accuracy: 0.922, Loss: 0.106
Epoch 11 Batch 453/538 - Train Accuracy: 0.915, Validation Accuracy: 0.924, Loss: 0.131
Epoch 11 Batch 454/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.123
Epoch 11 Batch 455/538 - Train Accuracy: 0.919, Validation Accuracy: 0.922, Loss: 0.110
Epoch 11 Batch 456/538 - Train Accuracy: 0.930, Validation Accuracy: 0.919, Loss: 0.135
Epoch 11 Batch 457/538 - Train Accuracy: 0.901, Validation Accuracy: 0.919, Loss: 0.118
Epoch 11 Batch 458/538 - Train Accuracy: 0.927, Validation Accuracy: 0.915, Loss: 0.101
Epoch 11 Batch 459/538 - Train Accuracy: 0.914, Validation Accuracy: 0.910, Loss: 0.109
Epoch 11 Batch 460/538 - Train Accuracy: 0.902, Validation Accuracy: 0.916, Loss: 0.115
Epoch 11 Batch 461/538 - Train Accuracy: 0.922, Validation Accuracy: 0.908, Loss: 0.116
Epoch 11 Batch 462/538 - Train Accuracy: 0.915, Validation Accuracy: 0.917, Loss: 0.119
Epoch 11 Batch 463/538 - Train Accuracy: 0.898, Validation Accuracy: 0.913, Loss: 0.122
Epoch 11 Batch 464/538 - Train Accuracy: 0.924, Validation Accuracy: 0.914, Loss: 0.118
Epoch 11 Batch 465/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.114
Epoch 11 Batch 466/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.119
Epoch 11 Batch 467/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.116
Epoch 11 Batch 468/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.128
Epoch 11 Batch 469/538 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.126
Epoch 11 Batch 470/538 - Train Accuracy: 0.915, Validation Accuracy: 0.928, Loss: 0.122
Epoch 11 Batch 471/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.109
Epoch 11 Batch 472/538 - Train Accuracy: 0.961, Validation Accuracy: 0.932, Loss: 0.105
Epoch 11 Batch 473/538 - Train Accuracy: 0.879, Validation Accuracy: 0.935, Loss: 0.110
Epoch 11 Batch 474/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.102
Epoch 11 Batch 475/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.103
Epoch 11 Batch 476/538 - Train Accuracy: 0.927, Validation Accuracy: 0.929, Loss: 0.109
Epoch 11 Batch 477/538 - Train Accuracy: 0.905, Validation Accuracy: 0.926, Loss: 0.124
Epoch 11 Batch 478/538 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.096
Epoch 11 Batch 479/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.104
Epoch 11 Batch 480/538 - Train Accuracy: 0.922, Validation Accuracy: 0.922, Loss: 0.118
Epoch 11 Batch 481/538 - Train Accuracy: 0.933, Validation Accuracy: 0.920, Loss: 0.108
Epoch 11 Batch 482/538 - Train Accuracy: 0.914, Validation Accuracy: 0.919, Loss: 0.093
Epoch 11 Batch 483/538 - Train Accuracy: 0.873, Validation Accuracy: 0.922, Loss: 0.119
Epoch 11 Batch 484/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.135
Epoch 11 Batch 485/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.113
Epoch 11 Batch 486/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.097
Epoch 11 Batch 487/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.100
Epoch 11 Batch 488/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.102
Epoch 11 Batch 489/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.121
Epoch 11 Batch 490/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.112
Epoch 11 Batch 491/538 - Train Accuracy: 0.911, Validation Accuracy: 0.924, Loss: 0.124
Epoch 11 Batch 492/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.113
Epoch 11 Batch 493/538 - Train Accuracy: 0.913, Validation Accuracy: 0.916, Loss: 0.116
Epoch 11 Batch 494/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.126
Epoch 11 Batch 495/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.121
Epoch 11 Batch 496/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.101
Epoch 11 Batch 497/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.114
Epoch 11 Batch 498/538 - Train Accuracy: 0.909, Validation Accuracy: 0.929, Loss: 0.111
Epoch 11 Batch 499/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.118
Epoch 11 Batch 500/538 - Train Accuracy: 0.925, Validation Accuracy: 0.916, Loss: 0.100
Epoch 11 Batch 501/538 - Train Accuracy: 0.927, Validation Accuracy: 0.911, Loss: 0.108
Epoch 11 Batch 502/538 - Train Accuracy: 0.915, Validation Accuracy: 0.907, Loss: 0.102
Epoch 11 Batch 503/538 - Train Accuracy: 0.934, Validation Accuracy: 0.904, Loss: 0.113
Epoch 11 Batch 504/538 - Train Accuracy: 0.937, Validation Accuracy: 0.909, Loss: 0.106
Epoch 11 Batch 505/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.099
Epoch 11 Batch 506/538 - Train Accuracy: 0.910, Validation Accuracy: 0.922, Loss: 0.104
Epoch 11 Batch 507/538 - Train Accuracy: 0.902, Validation Accuracy: 0.922, Loss: 0.124
Epoch 11 Batch 508/538 - Train Accuracy: 0.915, Validation Accuracy: 0.926, Loss: 0.111
Epoch 11 Batch 509/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.121
Epoch 11 Batch 510/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.108
Epoch 11 Batch 511/538 - Train Accuracy: 0.914, Validation Accuracy: 0.919, Loss: 0.114
Epoch 11 Batch 512/538 - Train Accuracy: 0.912, Validation Accuracy: 0.913, Loss: 0.109
Epoch 11 Batch 513/538 - Train Accuracy: 0.905, Validation Accuracy: 0.914, Loss: 0.114
Epoch 11 Batch 514/538 - Train Accuracy: 0.921, Validation Accuracy: 0.917, Loss: 0.128
Epoch 11 Batch 515/538 - Train Accuracy: 0.913, Validation Accuracy: 0.911, Loss: 0.132
Epoch 11 Batch 516/538 - Train Accuracy: 0.900, Validation Accuracy: 0.919, Loss: 0.116
Epoch 11 Batch 517/538 - Train Accuracy: 0.930, Validation Accuracy: 0.918, Loss: 0.105
Epoch 11 Batch 518/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.118
Epoch 11 Batch 519/538 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.105
Epoch 11 Batch 520/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.121
Epoch 11 Batch 521/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.122
Epoch 11 Batch 522/538 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.111
Epoch 11 Batch 523/538 - Train Accuracy: 0.903, Validation Accuracy: 0.919, Loss: 0.109
Epoch 11 Batch 524/538 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.109
Epoch 11 Batch 525/538 - Train Accuracy: 0.918, Validation Accuracy: 0.934, Loss: 0.121
Epoch 11 Batch 526/538 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.106
Epoch 11 Batch 527/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.107
Epoch 11 Batch 528/538 - Train Accuracy: 0.904, Validation Accuracy: 0.933, Loss: 0.127
Epoch 11 Batch 529/538 - Train Accuracy: 0.894, Validation Accuracy: 0.931, Loss: 0.122
Epoch 11 Batch 530/538 - Train Accuracy: 0.911, Validation Accuracy: 0.931, Loss: 0.128
Epoch 11 Batch 531/538 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.115
Epoch 11 Batch 532/538 - Train Accuracy: 0.927, Validation Accuracy: 0.929, Loss: 0.107
Epoch 11 Batch 533/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.120
Epoch 11 Batch 534/538 - Train Accuracy: 0.921, Validation Accuracy: 0.927, Loss: 0.098
Epoch 11 Batch 535/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.105
Epoch 11 Batch 536/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.131
Epoch 12 Batch 0/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.101
Epoch 12 Batch 1/538 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.110
Epoch 12 Batch 2/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.123
Epoch 12 Batch 3/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.103
Epoch 12 Batch 4/538 - Train Accuracy: 0.909, Validation Accuracy: 0.916, Loss: 0.113
Epoch 12 Batch 5/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.119
Epoch 12 Batch 6/538 - Train Accuracy: 0.911, Validation Accuracy: 0.915, Loss: 0.105
Epoch 12 Batch 7/538 - Train Accuracy: 0.925, Validation Accuracy: 0.913, Loss: 0.111
Epoch 12 Batch 8/538 - Train Accuracy: 0.929, Validation Accuracy: 0.916, Loss: 0.114
Epoch 12 Batch 9/538 - Train Accuracy: 0.902, Validation Accuracy: 0.921, Loss: 0.103
Epoch 12 Batch 10/538 - Train Accuracy: 0.906, Validation Accuracy: 0.925, Loss: 0.122
Epoch 12 Batch 11/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.111
Epoch 12 Batch 12/538 - Train Accuracy: 0.940, Validation Accuracy: 0.924, Loss: 0.122
Epoch 12 Batch 13/538 - Train Accuracy: 0.934, Validation Accuracy: 0.916, Loss: 0.112
Epoch 12 Batch 14/538 - Train Accuracy: 0.926, Validation Accuracy: 0.914, Loss: 0.110
Epoch 12 Batch 15/538 - Train Accuracy: 0.923, Validation Accuracy: 0.914, Loss: 0.115
Epoch 12 Batch 16/538 - Train Accuracy: 0.912, Validation Accuracy: 0.918, Loss: 0.112
Epoch 12 Batch 17/538 - Train Accuracy: 0.925, Validation Accuracy: 0.914, Loss: 0.111
Epoch 12 Batch 18/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.114
Epoch 12 Batch 19/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.129
Epoch 12 Batch 20/538 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.113
Epoch 12 Batch 21/538 - Train Accuracy: 0.934, Validation Accuracy: 0.917, Loss: 0.105
Epoch 12 Batch 22/538 - Train Accuracy: 0.917, Validation Accuracy: 0.920, Loss: 0.112
Epoch 12 Batch 23/538 - Train Accuracy: 0.906, Validation Accuracy: 0.918, Loss: 0.125
Epoch 12 Batch 24/538 - Train Accuracy: 0.941, Validation Accuracy: 0.921, Loss: 0.118
Epoch 12 Batch 25/538 - Train Accuracy: 0.926, Validation Accuracy: 0.915, Loss: 0.109
Epoch 12 Batch 26/538 - Train Accuracy: 0.902, Validation Accuracy: 0.909, Loss: 0.123
Epoch 12 Batch 27/538 - Train Accuracy: 0.926, Validation Accuracy: 0.913, Loss: 0.106
Epoch 12 Batch 28/538 - Train Accuracy: 0.917, Validation Accuracy: 0.915, Loss: 0.106
Epoch 12 Batch 29/538 - Train Accuracy: 0.914, Validation Accuracy: 0.917, Loss: 0.104
Epoch 12 Batch 30/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.130
Epoch 12 Batch 31/538 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.098
Epoch 12 Batch 32/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.100
Epoch 12 Batch 33/538 - Train Accuracy: 0.910, Validation Accuracy: 0.924, Loss: 0.111
Epoch 12 Batch 34/538 - Train Accuracy: 0.903, Validation Accuracy: 0.924, Loss: 0.123
Epoch 12 Batch 35/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.097
Epoch 12 Batch 36/538 - Train Accuracy: 0.923, Validation Accuracy: 0.914, Loss: 0.106
Epoch 12 Batch 37/538 - Train Accuracy: 0.920, Validation Accuracy: 0.912, Loss: 0.119
Epoch 12 Batch 38/538 - Train Accuracy: 0.904, Validation Accuracy: 0.917, Loss: 0.115
Epoch 12 Batch 39/538 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.104
Epoch 12 Batch 40/538 - Train Accuracy: 0.934, Validation Accuracy: 0.915, Loss: 0.095
Epoch 12 Batch 41/538 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.118
Epoch 12 Batch 42/538 - Train Accuracy: 0.921, Validation Accuracy: 0.916, Loss: 0.112
Epoch 12 Batch 43/538 - Train Accuracy: 0.903, Validation Accuracy: 0.917, Loss: 0.145
Epoch 12 Batch 44/538 - Train Accuracy: 0.908, Validation Accuracy: 0.925, Loss: 0.116
Epoch 12 Batch 45/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.102
Epoch 12 Batch 46/538 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.111
Epoch 12 Batch 47/538 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.114
Epoch 12 Batch 48/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.109
Epoch 12 Batch 49/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.114
Epoch 12 Batch 50/538 - Train Accuracy: 0.912, Validation Accuracy: 0.928, Loss: 0.103
Epoch 12 Batch 51/538 - Train Accuracy: 0.899, Validation Accuracy: 0.930, Loss: 0.132
Epoch 12 Batch 52/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.114
Epoch 12 Batch 53/538 - Train Accuracy: 0.900, Validation Accuracy: 0.927, Loss: 0.108
Epoch 12 Batch 54/538 - Train Accuracy: 0.928, Validation Accuracy: 0.921, Loss: 0.100
Epoch 12 Batch 55/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.114
Epoch 12 Batch 56/538 - Train Accuracy: 0.917, Validation Accuracy: 0.934, Loss: 0.107
Epoch 12 Batch 57/538 - Train Accuracy: 0.894, Validation Accuracy: 0.930, Loss: 0.120
Epoch 12 Batch 58/538 - Train Accuracy: 0.901, Validation Accuracy: 0.931, Loss: 0.123
Epoch 12 Batch 59/538 - Train Accuracy: 0.917, Validation Accuracy: 0.934, Loss: 0.116
Epoch 12 Batch 60/538 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.112
Epoch 12 Batch 61/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.116
Epoch 12 Batch 62/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.104
Epoch 12 Batch 63/538 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.107
Epoch 12 Batch 64/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.096
Epoch 12 Batch 65/538 - Train Accuracy: 0.916, Validation Accuracy: 0.924, Loss: 0.109
Epoch 12 Batch 66/538 - Train Accuracy: 0.952, Validation Accuracy: 0.919, Loss: 0.097
Epoch 12 Batch 67/538 - Train Accuracy: 0.932, Validation Accuracy: 0.918, Loss: 0.103
Epoch 12 Batch 68/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.099
Epoch 12 Batch 69/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.102
Epoch 12 Batch 70/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.115
Epoch 12 Batch 71/538 - Train Accuracy: 0.905, Validation Accuracy: 0.928, Loss: 0.112
Epoch 12 Batch 72/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.130
Epoch 12 Batch 73/538 - Train Accuracy: 0.903, Validation Accuracy: 0.921, Loss: 0.120
Epoch 12 Batch 74/538 - Train Accuracy: 0.930, Validation Accuracy: 0.916, Loss: 0.106
Epoch 12 Batch 75/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.103
Epoch 12 Batch 76/538 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.111
Epoch 12 Batch 77/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.111
Epoch 12 Batch 78/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.115
Epoch 12 Batch 79/538 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.089
Epoch 12 Batch 80/538 - Train Accuracy: 0.920, Validation Accuracy: 0.922, Loss: 0.121
Epoch 12 Batch 81/538 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.122
Epoch 12 Batch 82/538 - Train Accuracy: 0.925, Validation Accuracy: 0.921, Loss: 0.110
Epoch 12 Batch 83/538 - Train Accuracy: 0.907, Validation Accuracy: 0.914, Loss: 0.114
Epoch 12 Batch 84/538 - Train Accuracy: 0.918, Validation Accuracy: 0.919, Loss: 0.116
Epoch 12 Batch 85/538 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.107
Epoch 12 Batch 86/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.105
Epoch 12 Batch 87/538 - Train Accuracy: 0.927, Validation Accuracy: 0.916, Loss: 0.109
Epoch 12 Batch 88/538 - Train Accuracy: 0.954, Validation Accuracy: 0.918, Loss: 0.106
Epoch 12 Batch 89/538 - Train Accuracy: 0.924, Validation Accuracy: 0.917, Loss: 0.114
Epoch 12 Batch 90/538 - Train Accuracy: 0.902, Validation Accuracy: 0.914, Loss: 0.134
Epoch 12 Batch 91/538 - Train Accuracy: 0.930, Validation Accuracy: 0.919, Loss: 0.116
Epoch 12 Batch 92/538 - Train Accuracy: 0.925, Validation Accuracy: 0.917, Loss: 0.121
Epoch 12 Batch 93/538 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.107
Epoch 12 Batch 94/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.106
Epoch 12 Batch 95/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.106
Epoch 12 Batch 96/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.101
Epoch 12 Batch 97/538 - Train Accuracy: 0.932, Validation Accuracy: 0.921, Loss: 0.109
Epoch 12 Batch 98/538 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.106
Epoch 12 Batch 99/538 - Train Accuracy: 0.926, Validation Accuracy: 0.920, Loss: 0.105
Epoch 12 Batch 100/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.102
Epoch 12 Batch 101/538 - Train Accuracy: 0.909, Validation Accuracy: 0.926, Loss: 0.115
Epoch 12 Batch 102/538 - Train Accuracy: 0.904, Validation Accuracy: 0.936, Loss: 0.124
Epoch 12 Batch 103/538 - Train Accuracy: 0.925, Validation Accuracy: 0.939, Loss: 0.116
Epoch 12 Batch 104/538 - Train Accuracy: 0.920, Validation Accuracy: 0.941, Loss: 0.109
Epoch 12 Batch 105/538 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.101
Epoch 12 Batch 106/538 - Train Accuracy: 0.910, Validation Accuracy: 0.930, Loss: 0.096
Epoch 12 Batch 107/538 - Train Accuracy: 0.904, Validation Accuracy: 0.929, Loss: 0.124
Epoch 12 Batch 108/538 - Train Accuracy: 0.923, Validation Accuracy: 0.919, Loss: 0.118
Epoch 12 Batch 109/538 - Train Accuracy: 0.946, Validation Accuracy: 0.919, Loss: 0.105
Epoch 12 Batch 110/538 - Train Accuracy: 0.929, Validation Accuracy: 0.918, Loss: 0.116
Epoch 12 Batch 111/538 - Train Accuracy: 0.948, Validation Accuracy: 0.917, Loss: 0.107
Epoch 12 Batch 112/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.112
Epoch 12 Batch 113/538 - Train Accuracy: 0.905, Validation Accuracy: 0.920, Loss: 0.118
Epoch 12 Batch 114/538 - Train Accuracy: 0.919, Validation Accuracy: 0.917, Loss: 0.113
Epoch 12 Batch 115/538 - Train Accuracy: 0.921, Validation Accuracy: 0.912, Loss: 0.115
Epoch 12 Batch 116/538 - Train Accuracy: 0.912, Validation Accuracy: 0.915, Loss: 0.131
Epoch 12 Batch 117/538 - Train Accuracy: 0.911, Validation Accuracy: 0.912, Loss: 0.121
Epoch 12 Batch 118/538 - Train Accuracy: 0.934, Validation Accuracy: 0.915, Loss: 0.102
Epoch 12 Batch 119/538 - Train Accuracy: 0.939, Validation Accuracy: 0.911, Loss: 0.089
Epoch 12 Batch 120/538 - Train Accuracy: 0.947, Validation Accuracy: 0.924, Loss: 0.098
Epoch 12 Batch 121/538 - Train Accuracy: 0.919, Validation Accuracy: 0.929, Loss: 0.116
Epoch 12 Batch 122/538 - Train Accuracy: 0.914, Validation Accuracy: 0.934, Loss: 0.102
Epoch 12 Batch 123/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.109
Epoch 12 Batch 124/538 - Train Accuracy: 0.913, Validation Accuracy: 0.932, Loss: 0.104
Epoch 12 Batch 125/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.120
Epoch 12 Batch 126/538 - Train Accuracy: 0.905, Validation Accuracy: 0.934, Loss: 0.116
Epoch 12 Batch 127/538 - Train Accuracy: 0.903, Validation Accuracy: 0.931, Loss: 0.120
Epoch 12 Batch 128/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.105
Epoch 12 Batch 129/538 - Train Accuracy: 0.918, Validation Accuracy: 0.926, Loss: 0.105
Epoch 12 Batch 130/538 - Train Accuracy: 0.932, Validation Accuracy: 0.921, Loss: 0.103
Epoch 12 Batch 131/538 - Train Accuracy: 0.938, Validation Accuracy: 0.917, Loss: 0.099
Epoch 12 Batch 132/538 - Train Accuracy: 0.897, Validation Accuracy: 0.921, Loss: 0.117
Epoch 12 Batch 133/538 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.105
Epoch 12 Batch 134/538 - Train Accuracy: 0.895, Validation Accuracy: 0.925, Loss: 0.126
Epoch 12 Batch 135/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.132
Epoch 12 Batch 136/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.115
Epoch 12 Batch 137/538 - Train Accuracy: 0.909, Validation Accuracy: 0.924, Loss: 0.132
Epoch 12 Batch 138/538 - Train Accuracy: 0.894, Validation Accuracy: 0.916, Loss: 0.121
Epoch 12 Batch 139/538 - Train Accuracy: 0.903, Validation Accuracy: 0.921, Loss: 0.122
Epoch 12 Batch 140/538 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.137
Epoch 12 Batch 141/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.117
Epoch 12 Batch 142/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.117
Epoch 12 Batch 143/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.128
Epoch 12 Batch 144/538 - Train Accuracy: 0.931, Validation Accuracy: 0.913, Loss: 0.120
Epoch 12 Batch 145/538 - Train Accuracy: 0.918, Validation Accuracy: 0.912, Loss: 0.135
Epoch 12 Batch 146/538 - Train Accuracy: 0.930, Validation Accuracy: 0.909, Loss: 0.115
Epoch 12 Batch 147/538 - Train Accuracy: 0.917, Validation Accuracy: 0.910, Loss: 0.117
Epoch 12 Batch 148/538 - Train Accuracy: 0.901, Validation Accuracy: 0.912, Loss: 0.141
Epoch 12 Batch 149/538 - Train Accuracy: 0.937, Validation Accuracy: 0.916, Loss: 0.103
Epoch 12 Batch 150/538 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.119
Epoch 12 Batch 151/538 - Train Accuracy: 0.917, Validation Accuracy: 0.926, Loss: 0.116
Epoch 12 Batch 152/538 - Train Accuracy: 0.930, Validation Accuracy: 0.918, Loss: 0.118
Epoch 12 Batch 153/538 - Train Accuracy: 0.913, Validation Accuracy: 0.916, Loss: 0.120
Epoch 12 Batch 154/538 - Train Accuracy: 0.927, Validation Accuracy: 0.913, Loss: 0.100
Epoch 12 Batch 155/538 - Train Accuracy: 0.902, Validation Accuracy: 0.915, Loss: 0.119
Epoch 12 Batch 156/538 - Train Accuracy: 0.933, Validation Accuracy: 0.913, Loss: 0.114
Epoch 12 Batch 157/538 - Train Accuracy: 0.930, Validation Accuracy: 0.910, Loss: 0.107
Epoch 12 Batch 158/538 - Train Accuracy: 0.912, Validation Accuracy: 0.910, Loss: 0.122
Epoch 12 Batch 159/538 - Train Accuracy: 0.918, Validation Accuracy: 0.915, Loss: 0.124
Epoch 12 Batch 160/538 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.108
Epoch 12 Batch 161/538 - Train Accuracy: 0.912, Validation Accuracy: 0.914, Loss: 0.110
Epoch 12 Batch 162/538 - Train Accuracy: 0.913, Validation Accuracy: 0.908, Loss: 0.120
Epoch 12 Batch 163/538 - Train Accuracy: 0.893, Validation Accuracy: 0.918, Loss: 0.131
Epoch 12 Batch 164/538 - Train Accuracy: 0.896, Validation Accuracy: 0.920, Loss: 0.127
Epoch 12 Batch 165/538 - Train Accuracy: 0.928, Validation Accuracy: 0.918, Loss: 0.100
Epoch 12 Batch 166/538 - Train Accuracy: 0.944, Validation Accuracy: 0.918, Loss: 0.099
Epoch 12 Batch 167/538 - Train Accuracy: 0.905, Validation Accuracy: 0.928, Loss: 0.133
Epoch 12 Batch 168/538 - Train Accuracy: 0.890, Validation Accuracy: 0.929, Loss: 0.141
Epoch 12 Batch 169/538 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.110
Epoch 12 Batch 170/538 - Train Accuracy: 0.912, Validation Accuracy: 0.932, Loss: 0.117
Epoch 12 Batch 171/538 - Train Accuracy: 0.919, Validation Accuracy: 0.929, Loss: 0.122
Epoch 12 Batch 172/538 - Train Accuracy: 0.919, Validation Accuracy: 0.929, Loss: 0.108
Epoch 12 Batch 173/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.106
Epoch 12 Batch 174/538 - Train Accuracy: 0.902, Validation Accuracy: 0.928, Loss: 0.114
Epoch 12 Batch 175/538 - Train Accuracy: 0.907, Validation Accuracy: 0.928, Loss: 0.112
Epoch 12 Batch 176/538 - Train Accuracy: 0.911, Validation Accuracy: 0.924, Loss: 0.133
Epoch 12 Batch 177/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.110
Epoch 12 Batch 178/538 - Train Accuracy: 0.900, Validation Accuracy: 0.928, Loss: 0.112
Epoch 12 Batch 179/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.113
Epoch 12 Batch 180/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.115
Epoch 12 Batch 181/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.134
Epoch 12 Batch 182/538 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.098
Epoch 12 Batch 183/538 - Train Accuracy: 0.927, Validation Accuracy: 0.920, Loss: 0.105
Epoch 12 Batch 184/538 - Train Accuracy: 0.936, Validation Accuracy: 0.920, Loss: 0.104
Epoch 12 Batch 185/538 - Train Accuracy: 0.938, Validation Accuracy: 0.915, Loss: 0.100
Epoch 12 Batch 186/538 - Train Accuracy: 0.920, Validation Accuracy: 0.922, Loss: 0.104
Epoch 12 Batch 187/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.115
Epoch 12 Batch 188/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.105
Epoch 12 Batch 189/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.115
Epoch 12 Batch 190/538 - Train Accuracy: 0.904, Validation Accuracy: 0.914, Loss: 0.129
Epoch 12 Batch 191/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.105
Epoch 12 Batch 192/538 - Train Accuracy: 0.935, Validation Accuracy: 0.918, Loss: 0.114
Epoch 12 Batch 193/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.105
Epoch 12 Batch 194/538 - Train Accuracy: 0.892, Validation Accuracy: 0.926, Loss: 0.130
Epoch 12 Batch 195/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.103
Epoch 12 Batch 196/538 - Train Accuracy: 0.908, Validation Accuracy: 0.933, Loss: 0.114
Epoch 12 Batch 197/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.118
Epoch 12 Batch 198/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.110
Epoch 12 Batch 199/538 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.114
Epoch 12 Batch 200/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.096
Epoch 12 Batch 201/538 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.106
Epoch 12 Batch 202/538 - Train Accuracy: 0.945, Validation Accuracy: 0.921, Loss: 0.100
Epoch 12 Batch 203/538 - Train Accuracy: 0.922, Validation Accuracy: 0.927, Loss: 0.127
Epoch 12 Batch 204/538 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.135
Epoch 12 Batch 205/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.108
Epoch 12 Batch 206/538 - Train Accuracy: 0.898, Validation Accuracy: 0.919, Loss: 0.114
Epoch 12 Batch 207/538 - Train Accuracy: 0.926, Validation Accuracy: 0.916, Loss: 0.108
Epoch 12 Batch 208/538 - Train Accuracy: 0.927, Validation Accuracy: 0.921, Loss: 0.128
Epoch 12 Batch 209/538 - Train Accuracy: 0.944, Validation Accuracy: 0.918, Loss: 0.101
Epoch 12 Batch 210/538 - Train Accuracy: 0.918, Validation Accuracy: 0.920, Loss: 0.119
Epoch 12 Batch 211/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.124
Epoch 12 Batch 212/538 - Train Accuracy: 0.924, Validation Accuracy: 0.914, Loss: 0.113
Epoch 12 Batch 213/538 - Train Accuracy: 0.937, Validation Accuracy: 0.914, Loss: 0.103
Epoch 12 Batch 214/538 - Train Accuracy: 0.925, Validation Accuracy: 0.907, Loss: 0.116
Epoch 12 Batch 215/538 - Train Accuracy: 0.936, Validation Accuracy: 0.907, Loss: 0.101
Epoch 12 Batch 216/538 - Train Accuracy: 0.939, Validation Accuracy: 0.896, Loss: 0.105
Epoch 12 Batch 217/538 - Train Accuracy: 0.930, Validation Accuracy: 0.899, Loss: 0.116
Epoch 12 Batch 218/538 - Train Accuracy: 0.910, Validation Accuracy: 0.897, Loss: 0.101
Epoch 12 Batch 219/538 - Train Accuracy: 0.897, Validation Accuracy: 0.903, Loss: 0.132
Epoch 12 Batch 220/538 - Train Accuracy: 0.897, Validation Accuracy: 0.905, Loss: 0.109
Epoch 12 Batch 221/538 - Train Accuracy: 0.930, Validation Accuracy: 0.912, Loss: 0.107
Epoch 12 Batch 222/538 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.098
Epoch 12 Batch 223/538 - Train Accuracy: 0.901, Validation Accuracy: 0.915, Loss: 0.129
Epoch 12 Batch 224/538 - Train Accuracy: 0.928, Validation Accuracy: 0.916, Loss: 0.120
Epoch 12 Batch 225/538 - Train Accuracy: 0.941, Validation Accuracy: 0.916, Loss: 0.115
Epoch 12 Batch 226/538 - Train Accuracy: 0.929, Validation Accuracy: 0.921, Loss: 0.108
Epoch 12 Batch 227/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.110
Epoch 12 Batch 228/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.109
Epoch 12 Batch 229/538 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.112
Epoch 12 Batch 230/538 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.115
Epoch 12 Batch 231/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.114
Epoch 12 Batch 232/538 - Train Accuracy: 0.910, Validation Accuracy: 0.926, Loss: 0.118
Epoch 12 Batch 233/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.116
Epoch 12 Batch 234/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.113
Epoch 12 Batch 235/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.095
Epoch 12 Batch 236/538 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.118
Epoch 12 Batch 237/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.099
Epoch 12 Batch 238/538 - Train Accuracy: 0.944, Validation Accuracy: 0.926, Loss: 0.097
Epoch 12 Batch 239/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.117
Epoch 12 Batch 240/538 - Train Accuracy: 0.913, Validation Accuracy: 0.929, Loss: 0.119
Epoch 12 Batch 241/538 - Train Accuracy: 0.904, Validation Accuracy: 0.928, Loss: 0.115
Epoch 12 Batch 242/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.111
Epoch 12 Batch 243/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.110
Epoch 12 Batch 244/538 - Train Accuracy: 0.894, Validation Accuracy: 0.920, Loss: 0.106
Epoch 12 Batch 245/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.113
Epoch 12 Batch 246/538 - Train Accuracy: 0.925, Validation Accuracy: 0.922, Loss: 0.107
Epoch 12 Batch 247/538 - Train Accuracy: 0.913, Validation Accuracy: 0.922, Loss: 0.104
Epoch 12 Batch 248/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.113
Epoch 12 Batch 249/538 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.092
Epoch 12 Batch 250/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.102
Epoch 12 Batch 251/538 - Train Accuracy: 0.917, Validation Accuracy: 0.932, Loss: 0.108
Epoch 12 Batch 252/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.106
Epoch 12 Batch 253/538 - Train Accuracy: 0.916, Validation Accuracy: 0.933, Loss: 0.096
Epoch 12 Batch 254/538 - Train Accuracy: 0.904, Validation Accuracy: 0.922, Loss: 0.120
Epoch 12 Batch 255/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.097
Epoch 12 Batch 256/538 - Train Accuracy: 0.899, Validation Accuracy: 0.919, Loss: 0.121
Epoch 12 Batch 257/538 - Train Accuracy: 0.934, Validation Accuracy: 0.908, Loss: 0.110
Epoch 12 Batch 258/538 - Train Accuracy: 0.926, Validation Accuracy: 0.905, Loss: 0.104
Epoch 12 Batch 259/538 - Train Accuracy: 0.944, Validation Accuracy: 0.907, Loss: 0.105
Epoch 12 Batch 260/538 - Train Accuracy: 0.881, Validation Accuracy: 0.914, Loss: 0.105
Epoch 12 Batch 261/538 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.112
Epoch 12 Batch 262/538 - Train Accuracy: 0.950, Validation Accuracy: 0.913, Loss: 0.105
Epoch 12 Batch 263/538 - Train Accuracy: 0.923, Validation Accuracy: 0.909, Loss: 0.107
Epoch 12 Batch 264/538 - Train Accuracy: 0.915, Validation Accuracy: 0.912, Loss: 0.118
Epoch 12 Batch 265/538 - Train Accuracy: 0.917, Validation Accuracy: 0.918, Loss: 0.114
Epoch 12 Batch 266/538 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.123
Epoch 12 Batch 267/538 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.099
Epoch 12 Batch 268/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.101
Epoch 12 Batch 269/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.122
Epoch 12 Batch 270/538 - Train Accuracy: 0.913, Validation Accuracy: 0.934, Loss: 0.101
Epoch 12 Batch 271/538 - Train Accuracy: 0.910, Validation Accuracy: 0.934, Loss: 0.107
Epoch 12 Batch 272/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.117
Epoch 12 Batch 273/538 - Train Accuracy: 0.914, Validation Accuracy: 0.916, Loss: 0.121
Epoch 12 Batch 274/538 - Train Accuracy: 0.883, Validation Accuracy: 0.919, Loss: 0.121
Epoch 12 Batch 275/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.119
Epoch 12 Batch 276/538 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.128
Epoch 12 Batch 277/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.103
Epoch 12 Batch 278/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.102
Epoch 12 Batch 279/538 - Train Accuracy: 0.898, Validation Accuracy: 0.925, Loss: 0.107
Epoch 12 Batch 280/538 - Train Accuracy: 0.937, Validation Accuracy: 0.921, Loss: 0.109
Epoch 12 Batch 281/538 - Train Accuracy: 0.897, Validation Accuracy: 0.925, Loss: 0.124
Epoch 12 Batch 282/538 - Train Accuracy: 0.918, Validation Accuracy: 0.930, Loss: 0.117
Epoch 12 Batch 283/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.103
Epoch 12 Batch 284/538 - Train Accuracy: 0.920, Validation Accuracy: 0.918, Loss: 0.116
Epoch 12 Batch 285/538 - Train Accuracy: 0.926, Validation Accuracy: 0.915, Loss: 0.104
Epoch 12 Batch 286/538 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.122
Epoch 12 Batch 287/538 - Train Accuracy: 0.940, Validation Accuracy: 0.914, Loss: 0.097
Epoch 12 Batch 288/538 - Train Accuracy: 0.917, Validation Accuracy: 0.913, Loss: 0.116
Epoch 12 Batch 289/538 - Train Accuracy: 0.922, Validation Accuracy: 0.916, Loss: 0.087
Epoch 12 Batch 290/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.111
Epoch 12 Batch 291/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.104
Epoch 12 Batch 292/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.093
Epoch 12 Batch 293/538 - Train Accuracy: 0.917, Validation Accuracy: 0.926, Loss: 0.110
Epoch 12 Batch 294/538 - Train Accuracy: 0.908, Validation Accuracy: 0.930, Loss: 0.120
Epoch 12 Batch 295/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.112
Epoch 12 Batch 296/538 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.133
Epoch 12 Batch 297/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.117
Epoch 12 Batch 298/538 - Train Accuracy: 0.906, Validation Accuracy: 0.923, Loss: 0.111
Epoch 12 Batch 299/538 - Train Accuracy: 0.906, Validation Accuracy: 0.927, Loss: 0.134
Epoch 12 Batch 300/538 - Train Accuracy: 0.917, Validation Accuracy: 0.924, Loss: 0.115
Epoch 12 Batch 301/538 - Train Accuracy: 0.908, Validation Accuracy: 0.933, Loss: 0.115
Epoch 12 Batch 302/538 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.115
Epoch 12 Batch 303/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.099
Epoch 12 Batch 304/538 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.125
Epoch 12 Batch 305/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.098
Epoch 12 Batch 306/538 - Train Accuracy: 0.916, Validation Accuracy: 0.932, Loss: 0.115
Epoch 12 Batch 307/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.103
Epoch 12 Batch 308/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.099
Epoch 12 Batch 309/538 - Train Accuracy: 0.949, Validation Accuracy: 0.920, Loss: 0.097
Epoch 12 Batch 310/538 - Train Accuracy: 0.950, Validation Accuracy: 0.925, Loss: 0.111
Epoch 12 Batch 311/538 - Train Accuracy: 0.915, Validation Accuracy: 0.928, Loss: 0.102
Epoch 12 Batch 312/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.105
Epoch 12 Batch 313/538 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.112
Epoch 12 Batch 314/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.102
Epoch 12 Batch 315/538 - Train Accuracy: 0.917, Validation Accuracy: 0.941, Loss: 0.114
Epoch 12 Batch 316/538 - Train Accuracy: 0.925, Validation Accuracy: 0.941, Loss: 0.096
Epoch 12 Batch 317/538 - Train Accuracy: 0.907, Validation Accuracy: 0.944, Loss: 0.122
Epoch 12 Batch 318/538 - Train Accuracy: 0.908, Validation Accuracy: 0.939, Loss: 0.107
Epoch 12 Batch 319/538 - Train Accuracy: 0.902, Validation Accuracy: 0.942, Loss: 0.107
Epoch 12 Batch 320/538 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.104
Epoch 12 Batch 321/538 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.103
Epoch 12 Batch 322/538 - Train Accuracy: 0.924, Validation Accuracy: 0.939, Loss: 0.111
Epoch 12 Batch 323/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.104
Epoch 12 Batch 324/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.114
Epoch 12 Batch 325/538 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.093
Epoch 12 Batch 326/538 - Train Accuracy: 0.918, Validation Accuracy: 0.933, Loss: 0.114
Epoch 12 Batch 327/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.126
Epoch 12 Batch 328/538 - Train Accuracy: 0.946, Validation Accuracy: 0.931, Loss: 0.098
Epoch 12 Batch 329/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.098
Epoch 12 Batch 330/538 - Train Accuracy: 0.947, Validation Accuracy: 0.931, Loss: 0.101
Epoch 12 Batch 331/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.106
Epoch 12 Batch 332/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.112
Epoch 12 Batch 333/538 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.112
Epoch 12 Batch 334/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.103
Epoch 12 Batch 335/538 - Train Accuracy: 0.923, Validation Accuracy: 0.937, Loss: 0.122
Epoch 12 Batch 336/538 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.102
Epoch 12 Batch 337/538 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.113
Epoch 12 Batch 338/538 - Train Accuracy: 0.926, Validation Accuracy: 0.936, Loss: 0.116
Epoch 12 Batch 339/538 - Train Accuracy: 0.925, Validation Accuracy: 0.939, Loss: 0.101
Epoch 12 Batch 340/538 - Train Accuracy: 0.923, Validation Accuracy: 0.934, Loss: 0.117
Epoch 12 Batch 341/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.096
Epoch 12 Batch 342/538 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.106
Epoch 12 Batch 343/538 - Train Accuracy: 0.950, Validation Accuracy: 0.931, Loss: 0.126
Epoch 12 Batch 344/538 - Train Accuracy: 0.946, Validation Accuracy: 0.927, Loss: 0.103
Epoch 12 Batch 345/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.105
Epoch 12 Batch 346/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.118
Epoch 12 Batch 347/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.101
Epoch 12 Batch 348/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.099
Epoch 12 Batch 349/538 - Train Accuracy: 0.946, Validation Accuracy: 0.926, Loss: 0.096
Epoch 12 Batch 350/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.137
Epoch 12 Batch 351/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.118
Epoch 12 Batch 352/538 - Train Accuracy: 0.909, Validation Accuracy: 0.921, Loss: 0.138
Epoch 12 Batch 353/538 - Train Accuracy: 0.909, Validation Accuracy: 0.922, Loss: 0.116
Epoch 12 Batch 354/538 - Train Accuracy: 0.907, Validation Accuracy: 0.917, Loss: 0.117
Epoch 12 Batch 355/538 - Train Accuracy: 0.929, Validation Accuracy: 0.914, Loss: 0.121
Epoch 12 Batch 356/538 - Train Accuracy: 0.928, Validation Accuracy: 0.913, Loss: 0.103
Epoch 12 Batch 357/538 - Train Accuracy: 0.935, Validation Accuracy: 0.918, Loss: 0.107
Epoch 12 Batch 358/538 - Train Accuracy: 0.940, Validation Accuracy: 0.922, Loss: 0.105
Epoch 12 Batch 359/538 - Train Accuracy: 0.913, Validation Accuracy: 0.923, Loss: 0.109
Epoch 12 Batch 360/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.103
Epoch 12 Batch 361/538 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.110
Epoch 12 Batch 362/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.097
Epoch 12 Batch 363/538 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.110
Epoch 12 Batch 364/538 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.122
Epoch 12 Batch 365/538 - Train Accuracy: 0.902, Validation Accuracy: 0.920, Loss: 0.112
Epoch 12 Batch 366/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.112
Epoch 12 Batch 367/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.099
Epoch 12 Batch 368/538 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.098
Epoch 12 Batch 369/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.103
Epoch 12 Batch 370/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.122
Epoch 12 Batch 371/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.109
Epoch 12 Batch 372/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.105
Epoch 12 Batch 373/538 - Train Accuracy: 0.918, Validation Accuracy: 0.930, Loss: 0.106
Epoch 12 Batch 374/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.111
Epoch 12 Batch 375/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.093
Epoch 12 Batch 376/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.119
Epoch 12 Batch 377/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.108
Epoch 12 Batch 378/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.102
Epoch 12 Batch 379/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.103
Epoch 12 Batch 380/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.108
Epoch 12 Batch 381/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.102
Epoch 12 Batch 382/538 - Train Accuracy: 0.912, Validation Accuracy: 0.927, Loss: 0.114
Epoch 12 Batch 383/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.105
Epoch 12 Batch 384/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.104
Epoch 12 Batch 385/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.112
Epoch 12 Batch 386/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.114
Epoch 12 Batch 387/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.106
Epoch 12 Batch 388/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.107
Epoch 12 Batch 389/538 - Train Accuracy: 0.903, Validation Accuracy: 0.930, Loss: 0.137
Epoch 12 Batch 390/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.102
Epoch 12 Batch 391/538 - Train Accuracy: 0.915, Validation Accuracy: 0.930, Loss: 0.111
Epoch 12 Batch 392/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.103
Epoch 12 Batch 393/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.106
Epoch 12 Batch 394/538 - Train Accuracy: 0.899, Validation Accuracy: 0.932, Loss: 0.108
Epoch 12 Batch 395/538 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.111
Epoch 12 Batch 396/538 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.103
Epoch 12 Batch 397/538 - Train Accuracy: 0.926, Validation Accuracy: 0.921, Loss: 0.122
Epoch 12 Batch 398/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.097
Epoch 12 Batch 399/538 - Train Accuracy: 0.920, Validation Accuracy: 0.913, Loss: 0.121
Epoch 12 Batch 400/538 - Train Accuracy: 0.928, Validation Accuracy: 0.914, Loss: 0.119
Epoch 12 Batch 401/538 - Train Accuracy: 0.944, Validation Accuracy: 0.912, Loss: 0.098
Epoch 12 Batch 402/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.106
Epoch 12 Batch 403/538 - Train Accuracy: 0.917, Validation Accuracy: 0.911, Loss: 0.107
Epoch 12 Batch 404/538 - Train Accuracy: 0.918, Validation Accuracy: 0.907, Loss: 0.116
Epoch 12 Batch 405/538 - Train Accuracy: 0.937, Validation Accuracy: 0.909, Loss: 0.095
Epoch 12 Batch 406/538 - Train Accuracy: 0.926, Validation Accuracy: 0.910, Loss: 0.112
Epoch 12 Batch 407/538 - Train Accuracy: 0.946, Validation Accuracy: 0.919, Loss: 0.103
Epoch 12 Batch 408/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.110
Epoch 12 Batch 409/538 - Train Accuracy: 0.915, Validation Accuracy: 0.930, Loss: 0.104
Epoch 12 Batch 410/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.113
Epoch 12 Batch 411/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.108
Epoch 12 Batch 412/538 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.095
Epoch 12 Batch 413/538 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.111
Epoch 12 Batch 414/538 - Train Accuracy: 0.895, Validation Accuracy: 0.927, Loss: 0.123
Epoch 12 Batch 415/538 - Train Accuracy: 0.895, Validation Accuracy: 0.924, Loss: 0.115
Epoch 12 Batch 416/538 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.108
Epoch 12 Batch 417/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.108
Epoch 12 Batch 418/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.119
Epoch 12 Batch 419/538 - Train Accuracy: 0.920, Validation Accuracy: 0.937, Loss: 0.100
Epoch 12 Batch 420/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.102
Epoch 12 Batch 421/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.102
Epoch 12 Batch 422/538 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.109
Epoch 12 Batch 423/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.112
Epoch 12 Batch 424/538 - Train Accuracy: 0.905, Validation Accuracy: 0.931, Loss: 0.120
Epoch 12 Batch 425/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.119
Epoch 12 Batch 426/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.119
Epoch 12 Batch 427/538 - Train Accuracy: 0.906, Validation Accuracy: 0.924, Loss: 0.116
Epoch 12 Batch 428/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.107
Epoch 12 Batch 429/538 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.117
Epoch 12 Batch 430/538 - Train Accuracy: 0.921, Validation Accuracy: 0.922, Loss: 0.115
Epoch 12 Batch 431/538 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.104
Epoch 12 Batch 432/538 - Train Accuracy: 0.934, Validation Accuracy: 0.929, Loss: 0.120
Epoch 12 Batch 433/538 - Train Accuracy: 0.918, Validation Accuracy: 0.927, Loss: 0.132
Epoch 12 Batch 434/538 - Train Accuracy: 0.915, Validation Accuracy: 0.926, Loss: 0.115
Epoch 12 Batch 435/538 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.111
Epoch 12 Batch 436/538 - Train Accuracy: 0.906, Validation Accuracy: 0.926, Loss: 0.115
Epoch 12 Batch 437/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.114
Epoch 12 Batch 438/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.102
Epoch 12 Batch 439/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.100
Epoch 12 Batch 440/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.125
Epoch 12 Batch 441/538 - Train Accuracy: 0.909, Validation Accuracy: 0.937, Loss: 0.121
Epoch 12 Batch 442/538 - Train Accuracy: 0.925, Validation Accuracy: 0.941, Loss: 0.097
Epoch 12 Batch 443/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.122
Epoch 12 Batch 444/538 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.108
Epoch 12 Batch 445/538 - Train Accuracy: 0.931, Validation Accuracy: 0.924, Loss: 0.093
Epoch 12 Batch 446/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.112
Epoch 12 Batch 447/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.103
Epoch 12 Batch 448/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.096
Epoch 12 Batch 449/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.120
Epoch 12 Batch 450/538 - Train Accuracy: 0.911, Validation Accuracy: 0.928, Loss: 0.130
Epoch 12 Batch 451/538 - Train Accuracy: 0.906, Validation Accuracy: 0.926, Loss: 0.109
Epoch 12 Batch 452/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.100
Epoch 12 Batch 453/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.114
Epoch 12 Batch 454/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.112
Epoch 12 Batch 455/538 - Train Accuracy: 0.916, Validation Accuracy: 0.929, Loss: 0.110
Epoch 12 Batch 456/538 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.116
Epoch 12 Batch 457/538 - Train Accuracy: 0.909, Validation Accuracy: 0.938, Loss: 0.111
Epoch 12 Batch 458/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.099
Epoch 12 Batch 459/538 - Train Accuracy: 0.929, Validation Accuracy: 0.937, Loss: 0.106
Epoch 12 Batch 460/538 - Train Accuracy: 0.905, Validation Accuracy: 0.934, Loss: 0.104
Epoch 12 Batch 461/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.104
Epoch 12 Batch 462/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.097
Epoch 12 Batch 463/538 - Train Accuracy: 0.909, Validation Accuracy: 0.927, Loss: 0.115
Epoch 12 Batch 464/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.114
Epoch 12 Batch 465/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.109
Epoch 12 Batch 466/538 - Train Accuracy: 0.917, Validation Accuracy: 0.932, Loss: 0.109
Epoch 12 Batch 467/538 - Train Accuracy: 0.939, Validation Accuracy: 0.925, Loss: 0.111
Epoch 12 Batch 468/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.117
Epoch 12 Batch 469/538 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.115
Epoch 12 Batch 470/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.107
Epoch 12 Batch 471/538 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.103
Epoch 12 Batch 472/538 - Train Accuracy: 0.963, Validation Accuracy: 0.926, Loss: 0.094
Epoch 12 Batch 473/538 - Train Accuracy: 0.889, Validation Accuracy: 0.921, Loss: 0.111
Epoch 12 Batch 474/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.098
Epoch 12 Batch 475/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.098
Epoch 12 Batch 476/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.106
Epoch 12 Batch 477/538 - Train Accuracy: 0.906, Validation Accuracy: 0.921, Loss: 0.118
Epoch 12 Batch 478/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.095
Epoch 12 Batch 479/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.105
Epoch 12 Batch 480/538 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.111
Epoch 12 Batch 481/538 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.114
Epoch 12 Batch 482/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.099
Epoch 12 Batch 483/538 - Train Accuracy: 0.884, Validation Accuracy: 0.925, Loss: 0.118
Epoch 12 Batch 484/538 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.132
Epoch 12 Batch 485/538 - Train Accuracy: 0.917, Validation Accuracy: 0.927, Loss: 0.109
Epoch 12 Batch 486/538 - Train Accuracy: 0.910, Validation Accuracy: 0.925, Loss: 0.094
Epoch 12 Batch 487/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.101
Epoch 12 Batch 488/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.100
Epoch 12 Batch 489/538 - Train Accuracy: 0.918, Validation Accuracy: 0.935, Loss: 0.100
Epoch 12 Batch 490/538 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.105
Epoch 12 Batch 491/538 - Train Accuracy: 0.913, Validation Accuracy: 0.933, Loss: 0.111
Epoch 12 Batch 492/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.106
Epoch 12 Batch 493/538 - Train Accuracy: 0.916, Validation Accuracy: 0.932, Loss: 0.102
Epoch 12 Batch 494/538 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.121
Epoch 12 Batch 495/538 - Train Accuracy: 0.929, Validation Accuracy: 0.937, Loss: 0.119
Epoch 12 Batch 496/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.097
Epoch 12 Batch 497/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.106
Epoch 12 Batch 498/538 - Train Accuracy: 0.917, Validation Accuracy: 0.938, Loss: 0.114
Epoch 12 Batch 499/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.109
Epoch 12 Batch 500/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.094
Epoch 12 Batch 501/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.103
Epoch 12 Batch 502/538 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.100
Epoch 12 Batch 503/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.105
Epoch 12 Batch 504/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.093
Epoch 12 Batch 505/538 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.098
Epoch 12 Batch 506/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.107
Epoch 12 Batch 507/538 - Train Accuracy: 0.910, Validation Accuracy: 0.925, Loss: 0.126
Epoch 12 Batch 508/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.103
Epoch 12 Batch 509/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.115
Epoch 12 Batch 510/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.111
Epoch 12 Batch 511/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.107
Epoch 12 Batch 512/538 - Train Accuracy: 0.913, Validation Accuracy: 0.922, Loss: 0.117
Epoch 12 Batch 513/538 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.116
Epoch 12 Batch 514/538 - Train Accuracy: 0.927, Validation Accuracy: 0.921, Loss: 0.116
Epoch 12 Batch 515/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.119
Epoch 12 Batch 516/538 - Train Accuracy: 0.892, Validation Accuracy: 0.919, Loss: 0.112
Epoch 12 Batch 517/538 - Train Accuracy: 0.930, Validation Accuracy: 0.920, Loss: 0.093
Epoch 12 Batch 518/538 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.116
Epoch 12 Batch 519/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.092
Epoch 12 Batch 520/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.113
Epoch 12 Batch 521/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.123
Epoch 12 Batch 522/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.098
Epoch 12 Batch 523/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.115
Epoch 12 Batch 524/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.113
Epoch 12 Batch 525/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.099
Epoch 12 Batch 526/538 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.107
Epoch 12 Batch 527/538 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.108
Epoch 12 Batch 528/538 - Train Accuracy: 0.913, Validation Accuracy: 0.934, Loss: 0.111
Epoch 12 Batch 529/538 - Train Accuracy: 0.899, Validation Accuracy: 0.935, Loss: 0.117
Epoch 12 Batch 530/538 - Train Accuracy: 0.901, Validation Accuracy: 0.934, Loss: 0.117
Epoch 12 Batch 531/538 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.112
Epoch 12 Batch 532/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.097
Epoch 12 Batch 533/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.112
Epoch 12 Batch 534/538 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.092
Epoch 12 Batch 535/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.103
Epoch 12 Batch 536/538 - Train Accuracy: 0.927, Validation Accuracy: 0.937, Loss: 0.125
Epoch 13 Batch 0/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.099
Epoch 13 Batch 1/538 - Train Accuracy: 0.953, Validation Accuracy: 0.931, Loss: 0.108
Epoch 13 Batch 2/538 - Train Accuracy: 0.922, Validation Accuracy: 0.931, Loss: 0.119
Epoch 13 Batch 3/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.100
Epoch 13 Batch 4/538 - Train Accuracy: 0.916, Validation Accuracy: 0.936, Loss: 0.104
Epoch 13 Batch 5/538 - Train Accuracy: 0.922, Validation Accuracy: 0.941, Loss: 0.116
Epoch 13 Batch 6/538 - Train Accuracy: 0.918, Validation Accuracy: 0.933, Loss: 0.105
Epoch 13 Batch 7/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.096
Epoch 13 Batch 8/538 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.110
Epoch 13 Batch 9/538 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.101
Epoch 13 Batch 10/538 - Train Accuracy: 0.928, Validation Accuracy: 0.922, Loss: 0.119
Epoch 13 Batch 11/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.107
Epoch 13 Batch 12/538 - Train Accuracy: 0.937, Validation Accuracy: 0.920, Loss: 0.108
Epoch 13 Batch 13/538 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.102
Epoch 13 Batch 14/538 - Train Accuracy: 0.930, Validation Accuracy: 0.914, Loss: 0.105
Epoch 13 Batch 15/538 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.100
Epoch 13 Batch 16/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.105
Epoch 13 Batch 17/538 - Train Accuracy: 0.911, Validation Accuracy: 0.932, Loss: 0.103
Epoch 13 Batch 18/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.112
Epoch 13 Batch 19/538 - Train Accuracy: 0.914, Validation Accuracy: 0.932, Loss: 0.124
Epoch 13 Batch 20/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.104
Epoch 13 Batch 21/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.103
Epoch 13 Batch 22/538 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.110
Epoch 13 Batch 23/538 - Train Accuracy: 0.901, Validation Accuracy: 0.931, Loss: 0.133
Epoch 13 Batch 24/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.108
Epoch 13 Batch 25/538 - Train Accuracy: 0.912, Validation Accuracy: 0.936, Loss: 0.111
Epoch 13 Batch 26/538 - Train Accuracy: 0.914, Validation Accuracy: 0.934, Loss: 0.115
Epoch 13 Batch 27/538 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.096
Epoch 13 Batch 28/538 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.099
Epoch 13 Batch 29/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.089
Epoch 13 Batch 30/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.107
Epoch 13 Batch 31/538 - Train Accuracy: 0.941, Validation Accuracy: 0.923, Loss: 0.088
Epoch 13 Batch 32/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.095
Epoch 13 Batch 33/538 - Train Accuracy: 0.936, Validation Accuracy: 0.917, Loss: 0.108
Epoch 13 Batch 34/538 - Train Accuracy: 0.904, Validation Accuracy: 0.919, Loss: 0.108
Epoch 13 Batch 35/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.090
Epoch 13 Batch 36/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.095
Epoch 13 Batch 37/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.115
Epoch 13 Batch 38/538 - Train Accuracy: 0.896, Validation Accuracy: 0.938, Loss: 0.113
Epoch 13 Batch 39/538 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.094
Epoch 13 Batch 40/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.097
Epoch 13 Batch 41/538 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.105
Epoch 13 Batch 42/538 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.106
Epoch 13 Batch 43/538 - Train Accuracy: 0.901, Validation Accuracy: 0.939, Loss: 0.128
Epoch 13 Batch 44/538 - Train Accuracy: 0.917, Validation Accuracy: 0.939, Loss: 0.116
Epoch 13 Batch 45/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.100
Epoch 13 Batch 46/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.108
Epoch 13 Batch 47/538 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.106
Epoch 13 Batch 48/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.107
Epoch 13 Batch 49/538 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.109
Epoch 13 Batch 50/538 - Train Accuracy: 0.919, Validation Accuracy: 0.929, Loss: 0.101
Epoch 13 Batch 51/538 - Train Accuracy: 0.911, Validation Accuracy: 0.927, Loss: 0.131
Epoch 13 Batch 52/538 - Train Accuracy: 0.919, Validation Accuracy: 0.929, Loss: 0.109
Epoch 13 Batch 53/538 - Train Accuracy: 0.901, Validation Accuracy: 0.927, Loss: 0.104
Epoch 13 Batch 54/538 - Train Accuracy: 0.915, Validation Accuracy: 0.932, Loss: 0.100
Epoch 13 Batch 55/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.103
Epoch 13 Batch 56/538 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.099
Epoch 13 Batch 57/538 - Train Accuracy: 0.900, Validation Accuracy: 0.937, Loss: 0.120
Epoch 13 Batch 58/538 - Train Accuracy: 0.904, Validation Accuracy: 0.925, Loss: 0.110
Epoch 13 Batch 59/538 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.115
Epoch 13 Batch 60/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.113
Epoch 13 Batch 61/538 - Train Accuracy: 0.923, Validation Accuracy: 0.922, Loss: 0.106
Epoch 13 Batch 62/538 - Train Accuracy: 0.933, Validation Accuracy: 0.920, Loss: 0.099
Epoch 13 Batch 63/538 - Train Accuracy: 0.946, Validation Accuracy: 0.919, Loss: 0.102
Epoch 13 Batch 64/538 - Train Accuracy: 0.925, Validation Accuracy: 0.921, Loss: 0.104
Epoch 13 Batch 65/538 - Train Accuracy: 0.905, Validation Accuracy: 0.927, Loss: 0.103
Epoch 13 Batch 66/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.088
Epoch 13 Batch 67/538 - Train Accuracy: 0.943, Validation Accuracy: 0.919, Loss: 0.095
Epoch 13 Batch 68/538 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.093
Epoch 13 Batch 69/538 - Train Accuracy: 0.940, Validation Accuracy: 0.915, Loss: 0.103
Epoch 13 Batch 70/538 - Train Accuracy: 0.923, Validation Accuracy: 0.912, Loss: 0.104
Epoch 13 Batch 71/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.115
Epoch 13 Batch 72/538 - Train Accuracy: 0.927, Validation Accuracy: 0.923, Loss: 0.134
Epoch 13 Batch 73/538 - Train Accuracy: 0.908, Validation Accuracy: 0.923, Loss: 0.108
Epoch 13 Batch 74/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.097
Epoch 13 Batch 75/538 - Train Accuracy: 0.922, Validation Accuracy: 0.931, Loss: 0.109
Epoch 13 Batch 76/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.112
Epoch 13 Batch 77/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.101
Epoch 13 Batch 78/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.100
Epoch 13 Batch 79/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.087
Epoch 13 Batch 80/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.116
Epoch 13 Batch 81/538 - Train Accuracy: 0.921, Validation Accuracy: 0.923, Loss: 0.110
Epoch 13 Batch 82/538 - Train Accuracy: 0.921, Validation Accuracy: 0.922, Loss: 0.111
Epoch 13 Batch 83/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.112
Epoch 13 Batch 84/538 - Train Accuracy: 0.917, Validation Accuracy: 0.920, Loss: 0.108
Epoch 13 Batch 85/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.089
Epoch 13 Batch 86/538 - Train Accuracy: 0.934, Validation Accuracy: 0.916, Loss: 0.096
Epoch 13 Batch 87/538 - Train Accuracy: 0.927, Validation Accuracy: 0.913, Loss: 0.093
Epoch 13 Batch 88/538 - Train Accuracy: 0.940, Validation Accuracy: 0.915, Loss: 0.099
Epoch 13 Batch 89/538 - Train Accuracy: 0.920, Validation Accuracy: 0.918, Loss: 0.104
Epoch 13 Batch 90/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.127
Epoch 13 Batch 91/538 - Train Accuracy: 0.936, Validation Accuracy: 0.921, Loss: 0.118
Epoch 13 Batch 92/538 - Train Accuracy: 0.942, Validation Accuracy: 0.921, Loss: 0.111
Epoch 13 Batch 93/538 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.103
Epoch 13 Batch 94/538 - Train Accuracy: 0.943, Validation Accuracy: 0.925, Loss: 0.103
Epoch 13 Batch 95/538 - Train Accuracy: 0.928, Validation Accuracy: 0.919, Loss: 0.096
Epoch 13 Batch 96/538 - Train Accuracy: 0.947, Validation Accuracy: 0.926, Loss: 0.097
Epoch 13 Batch 97/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.105
Epoch 13 Batch 98/538 - Train Accuracy: 0.931, Validation Accuracy: 0.922, Loss: 0.099
Epoch 13 Batch 99/538 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.103
Epoch 13 Batch 100/538 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.097
Epoch 13 Batch 101/538 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.118
Epoch 13 Batch 102/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.115
Epoch 13 Batch 103/538 - Train Accuracy: 0.922, Validation Accuracy: 0.924, Loss: 0.105
Epoch 13 Batch 104/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.101
Epoch 13 Batch 105/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.091
Epoch 13 Batch 106/538 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.097
Epoch 13 Batch 107/538 - Train Accuracy: 0.914, Validation Accuracy: 0.918, Loss: 0.124
Epoch 13 Batch 108/538 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.109
Epoch 13 Batch 109/538 - Train Accuracy: 0.954, Validation Accuracy: 0.924, Loss: 0.106
Epoch 13 Batch 110/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.103
Epoch 13 Batch 111/538 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.097
Epoch 13 Batch 112/538 - Train Accuracy: 0.919, Validation Accuracy: 0.939, Loss: 0.110
Epoch 13 Batch 113/538 - Train Accuracy: 0.910, Validation Accuracy: 0.928, Loss: 0.108
Epoch 13 Batch 114/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.117
Epoch 13 Batch 115/538 - Train Accuracy: 0.908, Validation Accuracy: 0.937, Loss: 0.115
Epoch 13 Batch 116/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.124
Epoch 13 Batch 117/538 - Train Accuracy: 0.913, Validation Accuracy: 0.936, Loss: 0.113
Epoch 13 Batch 118/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.100
Epoch 13 Batch 119/538 - Train Accuracy: 0.949, Validation Accuracy: 0.931, Loss: 0.088
Epoch 13 Batch 120/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.097
Epoch 13 Batch 121/538 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.108
Epoch 13 Batch 122/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.099
Epoch 13 Batch 123/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.099
Epoch 13 Batch 124/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.102
Epoch 13 Batch 125/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.116
Epoch 13 Batch 126/538 - Train Accuracy: 0.914, Validation Accuracy: 0.931, Loss: 0.114
Epoch 13 Batch 127/538 - Train Accuracy: 0.906, Validation Accuracy: 0.928, Loss: 0.129
Epoch 13 Batch 128/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.106
Epoch 13 Batch 129/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.100
Epoch 13 Batch 130/538 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.095
Epoch 13 Batch 131/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.105
Epoch 13 Batch 132/538 - Train Accuracy: 0.910, Validation Accuracy: 0.925, Loss: 0.105
Epoch 13 Batch 133/538 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.092
Epoch 13 Batch 134/538 - Train Accuracy: 0.882, Validation Accuracy: 0.925, Loss: 0.118
Epoch 13 Batch 135/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.122
Epoch 13 Batch 136/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.116
Epoch 13 Batch 137/538 - Train Accuracy: 0.917, Validation Accuracy: 0.920, Loss: 0.129
Epoch 13 Batch 138/538 - Train Accuracy: 0.914, Validation Accuracy: 0.917, Loss: 0.107
Epoch 13 Batch 139/538 - Train Accuracy: 0.912, Validation Accuracy: 0.918, Loss: 0.122
Epoch 13 Batch 140/538 - Train Accuracy: 0.914, Validation Accuracy: 0.916, Loss: 0.133
Epoch 13 Batch 141/538 - Train Accuracy: 0.936, Validation Accuracy: 0.913, Loss: 0.110
Epoch 13 Batch 142/538 - Train Accuracy: 0.929, Validation Accuracy: 0.912, Loss: 0.100
Epoch 13 Batch 143/538 - Train Accuracy: 0.925, Validation Accuracy: 0.913, Loss: 0.115
Epoch 13 Batch 144/538 - Train Accuracy: 0.917, Validation Accuracy: 0.905, Loss: 0.117
Epoch 13 Batch 145/538 - Train Accuracy: 0.912, Validation Accuracy: 0.907, Loss: 0.121
Epoch 13 Batch 146/538 - Train Accuracy: 0.917, Validation Accuracy: 0.913, Loss: 0.111
Epoch 13 Batch 147/538 - Train Accuracy: 0.921, Validation Accuracy: 0.915, Loss: 0.097
Epoch 13 Batch 148/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.122
Epoch 13 Batch 149/538 - Train Accuracy: 0.943, Validation Accuracy: 0.923, Loss: 0.104
Epoch 13 Batch 150/538 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.102
Epoch 13 Batch 151/538 - Train Accuracy: 0.919, Validation Accuracy: 0.930, Loss: 0.105
Epoch 13 Batch 152/538 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.116
Epoch 13 Batch 153/538 - Train Accuracy: 0.920, Validation Accuracy: 0.934, Loss: 0.118
Epoch 13 Batch 154/538 - Train Accuracy: 0.922, Validation Accuracy: 0.930, Loss: 0.098
Epoch 13 Batch 155/538 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.107
Epoch 13 Batch 156/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.092
Epoch 13 Batch 157/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.096
Epoch 13 Batch 158/538 - Train Accuracy: 0.919, Validation Accuracy: 0.929, Loss: 0.123
Epoch 13 Batch 159/538 - Train Accuracy: 0.915, Validation Accuracy: 0.928, Loss: 0.119
Epoch 13 Batch 160/538 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.099
Epoch 13 Batch 161/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.110
Epoch 13 Batch 162/538 - Train Accuracy: 0.927, Validation Accuracy: 0.921, Loss: 0.112
Epoch 13 Batch 163/538 - Train Accuracy: 0.897, Validation Accuracy: 0.922, Loss: 0.127
Epoch 13 Batch 164/538 - Train Accuracy: 0.895, Validation Accuracy: 0.921, Loss: 0.114
Epoch 13 Batch 165/538 - Train Accuracy: 0.927, Validation Accuracy: 0.924, Loss: 0.092
Epoch 13 Batch 166/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.099
Epoch 13 Batch 167/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.130
Epoch 13 Batch 168/538 - Train Accuracy: 0.891, Validation Accuracy: 0.928, Loss: 0.124
Epoch 13 Batch 169/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.103
Epoch 13 Batch 170/538 - Train Accuracy: 0.914, Validation Accuracy: 0.932, Loss: 0.114
Epoch 13 Batch 171/538 - Train Accuracy: 0.919, Validation Accuracy: 0.936, Loss: 0.112
Epoch 13 Batch 172/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.108
Epoch 13 Batch 173/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.087
Epoch 13 Batch 174/538 - Train Accuracy: 0.900, Validation Accuracy: 0.933, Loss: 0.102
Epoch 13 Batch 175/538 - Train Accuracy: 0.914, Validation Accuracy: 0.933, Loss: 0.108
Epoch 13 Batch 176/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.121
Epoch 13 Batch 177/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.106
Epoch 13 Batch 178/538 - Train Accuracy: 0.903, Validation Accuracy: 0.926, Loss: 0.110
Epoch 13 Batch 179/538 - Train Accuracy: 0.946, Validation Accuracy: 0.923, Loss: 0.101
Epoch 13 Batch 180/538 - Train Accuracy: 0.935, Validation Accuracy: 0.915, Loss: 0.109
Epoch 13 Batch 181/538 - Train Accuracy: 0.904, Validation Accuracy: 0.924, Loss: 0.127
Epoch 13 Batch 182/538 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.094
Epoch 13 Batch 183/538 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.095
Epoch 13 Batch 184/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.106
Epoch 13 Batch 185/538 - Train Accuracy: 0.950, Validation Accuracy: 0.931, Loss: 0.097
Epoch 13 Batch 186/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.097
Epoch 13 Batch 187/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.105
Epoch 13 Batch 188/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.095
Epoch 13 Batch 189/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.109
Epoch 13 Batch 190/538 - Train Accuracy: 0.902, Validation Accuracy: 0.926, Loss: 0.123
Epoch 13 Batch 191/538 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.098
Epoch 13 Batch 192/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.109
Epoch 13 Batch 193/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.094
Epoch 13 Batch 194/538 - Train Accuracy: 0.897, Validation Accuracy: 0.926, Loss: 0.119
Epoch 13 Batch 195/538 - Train Accuracy: 0.934, Validation Accuracy: 0.917, Loss: 0.115
Epoch 13 Batch 196/538 - Train Accuracy: 0.930, Validation Accuracy: 0.915, Loss: 0.101
Epoch 13 Batch 197/538 - Train Accuracy: 0.927, Validation Accuracy: 0.909, Loss: 0.119
Epoch 13 Batch 198/538 - Train Accuracy: 0.919, Validation Accuracy: 0.906, Loss: 0.101
Epoch 13 Batch 199/538 - Train Accuracy: 0.911, Validation Accuracy: 0.911, Loss: 0.108
Epoch 13 Batch 200/538 - Train Accuracy: 0.935, Validation Accuracy: 0.912, Loss: 0.095
Epoch 13 Batch 201/538 - Train Accuracy: 0.914, Validation Accuracy: 0.919, Loss: 0.115
Epoch 13 Batch 202/538 - Train Accuracy: 0.940, Validation Accuracy: 0.923, Loss: 0.103
Epoch 13 Batch 203/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.123
Epoch 13 Batch 204/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.114
Epoch 13 Batch 205/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.105
Epoch 13 Batch 206/538 - Train Accuracy: 0.907, Validation Accuracy: 0.926, Loss: 0.112
Epoch 13 Batch 207/538 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.098
Epoch 13 Batch 208/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.113
Epoch 13 Batch 209/538 - Train Accuracy: 0.946, Validation Accuracy: 0.921, Loss: 0.096
Epoch 13 Batch 210/538 - Train Accuracy: 0.915, Validation Accuracy: 0.921, Loss: 0.116
Epoch 13 Batch 211/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.106
Epoch 13 Batch 212/538 - Train Accuracy: 0.930, Validation Accuracy: 0.918, Loss: 0.104
Epoch 13 Batch 213/538 - Train Accuracy: 0.925, Validation Accuracy: 0.915, Loss: 0.100
Epoch 13 Batch 214/538 - Train Accuracy: 0.917, Validation Accuracy: 0.916, Loss: 0.115
Epoch 13 Batch 215/538 - Train Accuracy: 0.942, Validation Accuracy: 0.910, Loss: 0.098
Epoch 13 Batch 216/538 - Train Accuracy: 0.945, Validation Accuracy: 0.907, Loss: 0.103
Epoch 13 Batch 217/538 - Train Accuracy: 0.935, Validation Accuracy: 0.911, Loss: 0.101
Epoch 13 Batch 218/538 - Train Accuracy: 0.921, Validation Accuracy: 0.910, Loss: 0.088
Epoch 13 Batch 219/538 - Train Accuracy: 0.898, Validation Accuracy: 0.911, Loss: 0.123
Epoch 13 Batch 220/538 - Train Accuracy: 0.897, Validation Accuracy: 0.914, Loss: 0.108
Epoch 13 Batch 221/538 - Train Accuracy: 0.939, Validation Accuracy: 0.910, Loss: 0.092
Epoch 13 Batch 222/538 - Train Accuracy: 0.913, Validation Accuracy: 0.912, Loss: 0.097
Epoch 13 Batch 223/538 - Train Accuracy: 0.904, Validation Accuracy: 0.914, Loss: 0.117
Epoch 13 Batch 224/538 - Train Accuracy: 0.926, Validation Accuracy: 0.920, Loss: 0.127
Epoch 13 Batch 225/538 - Train Accuracy: 0.937, Validation Accuracy: 0.922, Loss: 0.114
Epoch 13 Batch 226/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.101
Epoch 13 Batch 227/538 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.103
Epoch 13 Batch 228/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.109
Epoch 13 Batch 229/538 - Train Accuracy: 0.927, Validation Accuracy: 0.937, Loss: 0.103
Epoch 13 Batch 230/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.099
Epoch 13 Batch 231/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.121
Epoch 13 Batch 232/538 - Train Accuracy: 0.907, Validation Accuracy: 0.914, Loss: 0.113
Epoch 13 Batch 233/538 - Train Accuracy: 0.932, Validation Accuracy: 0.916, Loss: 0.123
Epoch 13 Batch 234/538 - Train Accuracy: 0.936, Validation Accuracy: 0.915, Loss: 0.099
Epoch 13 Batch 235/538 - Train Accuracy: 0.939, Validation Accuracy: 0.914, Loss: 0.096
Epoch 13 Batch 236/538 - Train Accuracy: 0.921, Validation Accuracy: 0.921, Loss: 0.108
Epoch 13 Batch 237/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.100
Epoch 13 Batch 238/538 - Train Accuracy: 0.943, Validation Accuracy: 0.930, Loss: 0.099
Epoch 13 Batch 239/538 - Train Accuracy: 0.912, Validation Accuracy: 0.930, Loss: 0.114
Epoch 13 Batch 240/538 - Train Accuracy: 0.921, Validation Accuracy: 0.927, Loss: 0.109
Epoch 13 Batch 241/538 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.119
Epoch 13 Batch 242/538 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.093
Epoch 13 Batch 243/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.107
Epoch 13 Batch 244/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.099
Epoch 13 Batch 245/538 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.111
Epoch 13 Batch 246/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.094
Epoch 13 Batch 247/538 - Train Accuracy: 0.914, Validation Accuracy: 0.921, Loss: 0.108
Epoch 13 Batch 248/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.120
Epoch 13 Batch 249/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.092
Epoch 13 Batch 250/538 - Train Accuracy: 0.933, Validation Accuracy: 0.920, Loss: 0.097
Epoch 13 Batch 251/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.099
Epoch 13 Batch 252/538 - Train Accuracy: 0.935, Validation Accuracy: 0.920, Loss: 0.104
Epoch 13 Batch 253/538 - Train Accuracy: 0.906, Validation Accuracy: 0.930, Loss: 0.095
Epoch 13 Batch 254/538 - Train Accuracy: 0.899, Validation Accuracy: 0.924, Loss: 0.124
Epoch 13 Batch 255/538 - Train Accuracy: 0.952, Validation Accuracy: 0.918, Loss: 0.089
Epoch 13 Batch 256/538 - Train Accuracy: 0.893, Validation Accuracy: 0.913, Loss: 0.110
Epoch 13 Batch 257/538 - Train Accuracy: 0.939, Validation Accuracy: 0.918, Loss: 0.107
Epoch 13 Batch 258/538 - Train Accuracy: 0.929, Validation Accuracy: 0.915, Loss: 0.097
Epoch 13 Batch 259/538 - Train Accuracy: 0.944, Validation Accuracy: 0.913, Loss: 0.102
Epoch 13 Batch 260/538 - Train Accuracy: 0.895, Validation Accuracy: 0.921, Loss: 0.113
Epoch 13 Batch 261/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.117
Epoch 13 Batch 262/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.103
Epoch 13 Batch 263/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.095
Epoch 13 Batch 264/538 - Train Accuracy: 0.910, Validation Accuracy: 0.927, Loss: 0.118
Epoch 13 Batch 265/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.104
Epoch 13 Batch 266/538 - Train Accuracy: 0.921, Validation Accuracy: 0.923, Loss: 0.109
Epoch 13 Batch 267/538 - Train Accuracy: 0.932, Validation Accuracy: 0.920, Loss: 0.102
Epoch 13 Batch 268/538 - Train Accuracy: 0.928, Validation Accuracy: 0.920, Loss: 0.099
Epoch 13 Batch 269/538 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.112
Epoch 13 Batch 270/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.101
Epoch 13 Batch 271/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.104
Epoch 13 Batch 272/538 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.114
Epoch 13 Batch 273/538 - Train Accuracy: 0.914, Validation Accuracy: 0.938, Loss: 0.115
Epoch 13 Batch 274/538 - Train Accuracy: 0.900, Validation Accuracy: 0.935, Loss: 0.112
Epoch 13 Batch 275/538 - Train Accuracy: 0.913, Validation Accuracy: 0.929, Loss: 0.112
Epoch 13 Batch 276/538 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.116
Epoch 13 Batch 277/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.100
Epoch 13 Batch 278/538 - Train Accuracy: 0.914, Validation Accuracy: 0.921, Loss: 0.100
Epoch 13 Batch 279/538 - Train Accuracy: 0.888, Validation Accuracy: 0.913, Loss: 0.097
Epoch 13 Batch 280/538 - Train Accuracy: 0.939, Validation Accuracy: 0.913, Loss: 0.097
Epoch 13 Batch 281/538 - Train Accuracy: 0.896, Validation Accuracy: 0.908, Loss: 0.114
Epoch 13 Batch 282/538 - Train Accuracy: 0.915, Validation Accuracy: 0.901, Loss: 0.117
Epoch 13 Batch 283/538 - Train Accuracy: 0.925, Validation Accuracy: 0.906, Loss: 0.105
Epoch 13 Batch 284/538 - Train Accuracy: 0.918, Validation Accuracy: 0.901, Loss: 0.117
Epoch 13 Batch 285/538 - Train Accuracy: 0.924, Validation Accuracy: 0.911, Loss: 0.097
Epoch 13 Batch 286/538 - Train Accuracy: 0.921, Validation Accuracy: 0.913, Loss: 0.116
Epoch 13 Batch 287/538 - Train Accuracy: 0.948, Validation Accuracy: 0.917, Loss: 0.098
Epoch 13 Batch 288/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.117
Epoch 13 Batch 289/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.097
Epoch 13 Batch 290/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.094
Epoch 13 Batch 291/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.112
Epoch 13 Batch 292/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.094
Epoch 13 Batch 293/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.099
Epoch 13 Batch 294/538 - Train Accuracy: 0.905, Validation Accuracy: 0.924, Loss: 0.118
Epoch 13 Batch 295/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.101
Epoch 13 Batch 296/538 - Train Accuracy: 0.907, Validation Accuracy: 0.923, Loss: 0.118
Epoch 13 Batch 297/538 - Train Accuracy: 0.934, Validation Accuracy: 0.919, Loss: 0.108
Epoch 13 Batch 298/538 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.100
Epoch 13 Batch 299/538 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.135
Epoch 13 Batch 300/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.103
Epoch 13 Batch 301/538 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.116
Epoch 13 Batch 302/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.104
Epoch 13 Batch 303/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.099
Epoch 13 Batch 304/538 - Train Accuracy: 0.920, Validation Accuracy: 0.934, Loss: 0.108
Epoch 13 Batch 305/538 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.105
Epoch 13 Batch 306/538 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.106
Epoch 13 Batch 307/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.090
Epoch 13 Batch 308/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.100
Epoch 13 Batch 309/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.093
Epoch 13 Batch 310/538 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.106
Epoch 13 Batch 311/538 - Train Accuracy: 0.915, Validation Accuracy: 0.938, Loss: 0.108
Epoch 13 Batch 312/538 - Train Accuracy: 0.935, Validation Accuracy: 0.937, Loss: 0.101
Epoch 13 Batch 313/538 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.102
Epoch 13 Batch 314/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.104
Epoch 13 Batch 315/538 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.101
Epoch 13 Batch 316/538 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.088
Epoch 13 Batch 317/538 - Train Accuracy: 0.903, Validation Accuracy: 0.928, Loss: 0.115
Epoch 13 Batch 318/538 - Train Accuracy: 0.915, Validation Accuracy: 0.927, Loss: 0.099
Epoch 13 Batch 319/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.098
Epoch 13 Batch 320/538 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.105
Epoch 13 Batch 321/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.101
Epoch 13 Batch 322/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.118
Epoch 13 Batch 323/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.102
Epoch 13 Batch 324/538 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.109
Epoch 13 Batch 325/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.100
Epoch 13 Batch 326/538 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.102
Epoch 13 Batch 327/538 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.119
Epoch 13 Batch 328/538 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.096
Epoch 13 Batch 329/538 - Train Accuracy: 0.911, Validation Accuracy: 0.933, Loss: 0.103
Epoch 13 Batch 330/538 - Train Accuracy: 0.951, Validation Accuracy: 0.931, Loss: 0.094
Epoch 13 Batch 331/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.100
Epoch 13 Batch 332/538 - Train Accuracy: 0.918, Validation Accuracy: 0.934, Loss: 0.103
Epoch 13 Batch 333/538 - Train Accuracy: 0.918, Validation Accuracy: 0.931, Loss: 0.096
Epoch 13 Batch 334/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.091
Epoch 13 Batch 335/538 - Train Accuracy: 0.934, Validation Accuracy: 0.922, Loss: 0.098
Epoch 13 Batch 336/538 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.110
Epoch 13 Batch 337/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.118
Epoch 13 Batch 338/538 - Train Accuracy: 0.939, Validation Accuracy: 0.923, Loss: 0.100
Epoch 13 Batch 339/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.097
Epoch 13 Batch 340/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.110
Epoch 13 Batch 341/538 - Train Accuracy: 0.928, Validation Accuracy: 0.918, Loss: 0.102
Epoch 13 Batch 342/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.088
Epoch 13 Batch 343/538 - Train Accuracy: 0.953, Validation Accuracy: 0.924, Loss: 0.101
Epoch 13 Batch 344/538 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.105
Epoch 13 Batch 345/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.100
Epoch 13 Batch 346/538 - Train Accuracy: 0.912, Validation Accuracy: 0.931, Loss: 0.120
Epoch 13 Batch 347/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.107
Epoch 13 Batch 348/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.087
Epoch 13 Batch 349/538 - Train Accuracy: 0.946, Validation Accuracy: 0.927, Loss: 0.097
Epoch 13 Batch 350/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.121
Epoch 13 Batch 351/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.115
Epoch 13 Batch 352/538 - Train Accuracy: 0.915, Validation Accuracy: 0.921, Loss: 0.127
Epoch 13 Batch 353/538 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.112
Epoch 13 Batch 354/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.114
Epoch 13 Batch 355/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.106
Epoch 13 Batch 356/538 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.098
Epoch 13 Batch 357/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.098
Epoch 13 Batch 358/538 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.106
Epoch 13 Batch 359/538 - Train Accuracy: 0.923, Validation Accuracy: 0.941, Loss: 0.099
Epoch 13 Batch 360/538 - Train Accuracy: 0.935, Validation Accuracy: 0.941, Loss: 0.098
Epoch 13 Batch 361/538 - Train Accuracy: 0.919, Validation Accuracy: 0.940, Loss: 0.107
Epoch 13 Batch 362/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.088
Epoch 13 Batch 363/538 - Train Accuracy: 0.915, Validation Accuracy: 0.934, Loss: 0.094
Epoch 13 Batch 364/538 - Train Accuracy: 0.917, Validation Accuracy: 0.936, Loss: 0.120
Epoch 13 Batch 365/538 - Train Accuracy: 0.915, Validation Accuracy: 0.937, Loss: 0.108
Epoch 13 Batch 366/538 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.103
Epoch 13 Batch 367/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.094
Epoch 13 Batch 368/538 - Train Accuracy: 0.928, Validation Accuracy: 0.929, Loss: 0.098
Epoch 13 Batch 369/538 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.101
Epoch 13 Batch 370/538 - Train Accuracy: 0.924, Validation Accuracy: 0.941, Loss: 0.109
Epoch 13 Batch 371/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.107
Epoch 13 Batch 372/538 - Train Accuracy: 0.919, Validation Accuracy: 0.942, Loss: 0.101
Epoch 13 Batch 373/538 - Train Accuracy: 0.921, Validation Accuracy: 0.936, Loss: 0.102
Epoch 13 Batch 374/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.103
Epoch 13 Batch 375/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.095
Epoch 13 Batch 376/538 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.109
Epoch 13 Batch 377/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.098
Epoch 13 Batch 378/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.086
Epoch 13 Batch 379/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.098
Epoch 13 Batch 380/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.103
Epoch 13 Batch 381/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.089
Epoch 13 Batch 382/538 - Train Accuracy: 0.897, Validation Accuracy: 0.926, Loss: 0.113
Epoch 13 Batch 383/538 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.107
Epoch 13 Batch 384/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.095
Epoch 13 Batch 385/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.097
Epoch 13 Batch 386/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.108
Epoch 13 Batch 387/538 - Train Accuracy: 0.923, Validation Accuracy: 0.927, Loss: 0.107
Epoch 13 Batch 388/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.107
Epoch 13 Batch 389/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.125
Epoch 13 Batch 390/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.098
Epoch 13 Batch 391/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.100
Epoch 13 Batch 392/538 - Train Accuracy: 0.927, Validation Accuracy: 0.929, Loss: 0.093
Epoch 13 Batch 393/538 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.097
Epoch 13 Batch 394/538 - Train Accuracy: 0.890, Validation Accuracy: 0.939, Loss: 0.111
Epoch 13 Batch 395/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.105
Epoch 13 Batch 396/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.106
Epoch 13 Batch 397/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.117
Epoch 13 Batch 398/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.108
Epoch 13 Batch 399/538 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.105
Epoch 13 Batch 400/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.113
Epoch 13 Batch 401/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.110
Epoch 13 Batch 402/538 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.100
Epoch 13 Batch 403/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.106
Epoch 13 Batch 404/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.119
Epoch 13 Batch 405/538 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.104
Epoch 13 Batch 406/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.101
Epoch 13 Batch 407/538 - Train Accuracy: 0.957, Validation Accuracy: 0.936, Loss: 0.107
Epoch 13 Batch 408/538 - Train Accuracy: 0.918, Validation Accuracy: 0.941, Loss: 0.122
Epoch 13 Batch 409/538 - Train Accuracy: 0.909, Validation Accuracy: 0.940, Loss: 0.108
Epoch 13 Batch 410/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.101
Epoch 13 Batch 411/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.097
Epoch 13 Batch 412/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.105
Epoch 13 Batch 413/538 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.095
Epoch 13 Batch 414/538 - Train Accuracy: 0.901, Validation Accuracy: 0.923, Loss: 0.125
Epoch 13 Batch 415/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.104
Epoch 13 Batch 416/538 - Train Accuracy: 0.939, Validation Accuracy: 0.920, Loss: 0.103
Epoch 13 Batch 417/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.102
Epoch 13 Batch 418/538 - Train Accuracy: 0.931, Validation Accuracy: 0.917, Loss: 0.115
Epoch 13 Batch 419/538 - Train Accuracy: 0.937, Validation Accuracy: 0.912, Loss: 0.088
Epoch 13 Batch 420/538 - Train Accuracy: 0.935, Validation Accuracy: 0.915, Loss: 0.113
Epoch 13 Batch 421/538 - Train Accuracy: 0.925, Validation Accuracy: 0.914, Loss: 0.097
Epoch 13 Batch 422/538 - Train Accuracy: 0.911, Validation Accuracy: 0.917, Loss: 0.113
Epoch 13 Batch 423/538 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.109
Epoch 13 Batch 424/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.110
Epoch 13 Batch 425/538 - Train Accuracy: 0.914, Validation Accuracy: 0.931, Loss: 0.125
Epoch 13 Batch 426/538 - Train Accuracy: 0.918, Validation Accuracy: 0.931, Loss: 0.099
Epoch 13 Batch 427/538 - Train Accuracy: 0.911, Validation Accuracy: 0.932, Loss: 0.103
Epoch 13 Batch 428/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.101
Epoch 13 Batch 429/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.105
Epoch 13 Batch 430/538 - Train Accuracy: 0.924, Validation Accuracy: 0.939, Loss: 0.098
Epoch 13 Batch 431/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.099
Epoch 13 Batch 432/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.108
Epoch 13 Batch 433/538 - Train Accuracy: 0.916, Validation Accuracy: 0.924, Loss: 0.133
Epoch 13 Batch 434/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.102
Epoch 13 Batch 435/538 - Train Accuracy: 0.916, Validation Accuracy: 0.927, Loss: 0.111
Epoch 13 Batch 436/538 - Train Accuracy: 0.904, Validation Accuracy: 0.933, Loss: 0.110
Epoch 13 Batch 437/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.103
Epoch 13 Batch 438/538 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.098
Epoch 13 Batch 439/538 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.101
Epoch 13 Batch 440/538 - Train Accuracy: 0.910, Validation Accuracy: 0.930, Loss: 0.123
Epoch 13 Batch 441/538 - Train Accuracy: 0.901, Validation Accuracy: 0.932, Loss: 0.110
Epoch 13 Batch 442/538 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.094
Epoch 13 Batch 443/538 - Train Accuracy: 0.919, Validation Accuracy: 0.929, Loss: 0.123
Epoch 13 Batch 444/538 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.105
Epoch 13 Batch 445/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.090
Epoch 13 Batch 446/538 - Train Accuracy: 0.928, Validation Accuracy: 0.921, Loss: 0.102
Epoch 13 Batch 447/538 - Train Accuracy: 0.922, Validation Accuracy: 0.924, Loss: 0.101
Epoch 13 Batch 448/538 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.098
Epoch 13 Batch 449/538 - Train Accuracy: 0.933, Validation Accuracy: 0.921, Loss: 0.115
Epoch 13 Batch 450/538 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.123
Epoch 13 Batch 451/538 - Train Accuracy: 0.902, Validation Accuracy: 0.929, Loss: 0.095
Epoch 13 Batch 452/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.108
Epoch 13 Batch 453/538 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.109
Epoch 13 Batch 454/538 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.113
Epoch 13 Batch 455/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.111
Epoch 13 Batch 456/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.118
Epoch 13 Batch 457/538 - Train Accuracy: 0.906, Validation Accuracy: 0.925, Loss: 0.108
Epoch 13 Batch 458/538 - Train Accuracy: 0.942, Validation Accuracy: 0.922, Loss: 0.096
Epoch 13 Batch 459/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.099
Epoch 13 Batch 460/538 - Train Accuracy: 0.903, Validation Accuracy: 0.928, Loss: 0.110
Epoch 13 Batch 461/538 - Train Accuracy: 0.942, Validation Accuracy: 0.930, Loss: 0.101
Epoch 13 Batch 462/538 - Train Accuracy: 0.922, Validation Accuracy: 0.936, Loss: 0.101
Epoch 13 Batch 463/538 - Train Accuracy: 0.905, Validation Accuracy: 0.933, Loss: 0.120
Epoch 13 Batch 464/538 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.106
Epoch 13 Batch 465/538 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.104
Epoch 13 Batch 466/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.102
Epoch 13 Batch 467/538 - Train Accuracy: 0.940, Validation Accuracy: 0.919, Loss: 0.105
Epoch 13 Batch 468/538 - Train Accuracy: 0.928, Validation Accuracy: 0.917, Loss: 0.111
Epoch 13 Batch 469/538 - Train Accuracy: 0.916, Validation Accuracy: 0.912, Loss: 0.112
Epoch 13 Batch 470/538 - Train Accuracy: 0.924, Validation Accuracy: 0.912, Loss: 0.106
Epoch 13 Batch 471/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.102
Epoch 13 Batch 472/538 - Train Accuracy: 0.963, Validation Accuracy: 0.928, Loss: 0.095
Epoch 13 Batch 473/538 - Train Accuracy: 0.879, Validation Accuracy: 0.932, Loss: 0.108
Epoch 13 Batch 474/538 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.094
Epoch 13 Batch 475/538 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.094
Epoch 13 Batch 476/538 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.107
Epoch 13 Batch 477/538 - Train Accuracy: 0.910, Validation Accuracy: 0.925, Loss: 0.116
Epoch 13 Batch 478/538 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.093
Epoch 13 Batch 479/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.094
Epoch 13 Batch 480/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.108
Epoch 13 Batch 481/538 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.101
Epoch 13 Batch 482/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.100
Epoch 13 Batch 483/538 - Train Accuracy: 0.886, Validation Accuracy: 0.933, Loss: 0.106
Epoch 13 Batch 484/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.123
Epoch 13 Batch 485/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.120
Epoch 13 Batch 486/538 - Train Accuracy: 0.924, Validation Accuracy: 0.925, Loss: 0.091
Epoch 13 Batch 487/538 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.092
Epoch 13 Batch 488/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.108
Epoch 13 Batch 489/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.112
Epoch 13 Batch 490/538 - Train Accuracy: 0.914, Validation Accuracy: 0.918, Loss: 0.104
Epoch 13 Batch 491/538 - Train Accuracy: 0.911, Validation Accuracy: 0.921, Loss: 0.111
Epoch 13 Batch 492/538 - Train Accuracy: 0.925, Validation Accuracy: 0.923, Loss: 0.102
Epoch 13 Batch 493/538 - Train Accuracy: 0.903, Validation Accuracy: 0.926, Loss: 0.106
Epoch 13 Batch 494/538 - Train Accuracy: 0.915, Validation Accuracy: 0.929, Loss: 0.128
Epoch 13 Batch 495/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.109
Epoch 13 Batch 496/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.094
Epoch 13 Batch 497/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.104
Epoch 13 Batch 498/538 - Train Accuracy: 0.918, Validation Accuracy: 0.927, Loss: 0.092
Epoch 13 Batch 499/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.100
Epoch 13 Batch 500/538 - Train Accuracy: 0.935, Validation Accuracy: 0.916, Loss: 0.089
Epoch 13 Batch 501/538 - Train Accuracy: 0.939, Validation Accuracy: 0.918, Loss: 0.109
Epoch 13 Batch 502/538 - Train Accuracy: 0.928, Validation Accuracy: 0.919, Loss: 0.102
Epoch 13 Batch 503/538 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.100
Epoch 13 Batch 504/538 - Train Accuracy: 0.957, Validation Accuracy: 0.928, Loss: 0.092
Epoch 13 Batch 505/538 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.097
Epoch 13 Batch 506/538 - Train Accuracy: 0.923, Validation Accuracy: 0.934, Loss: 0.088
Epoch 13 Batch 507/538 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.124
Epoch 13 Batch 508/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.100
Epoch 13 Batch 509/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.113
Epoch 13 Batch 510/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.105
Epoch 13 Batch 511/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.103
Epoch 13 Batch 512/538 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.106
Epoch 13 Batch 513/538 - Train Accuracy: 0.910, Validation Accuracy: 0.930, Loss: 0.109
Epoch 13 Batch 514/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.107
Epoch 13 Batch 515/538 - Train Accuracy: 0.918, Validation Accuracy: 0.930, Loss: 0.119
Epoch 13 Batch 516/538 - Train Accuracy: 0.906, Validation Accuracy: 0.930, Loss: 0.104
Epoch 13 Batch 517/538 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.102
Epoch 13 Batch 518/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.116
Epoch 13 Batch 519/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.111
Epoch 13 Batch 520/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.104
Epoch 13 Batch 521/538 - Train Accuracy: 0.915, Validation Accuracy: 0.918, Loss: 0.123
Epoch 13 Batch 522/538 - Train Accuracy: 0.931, Validation Accuracy: 0.915, Loss: 0.099
Epoch 13 Batch 523/538 - Train Accuracy: 0.916, Validation Accuracy: 0.915, Loss: 0.112
Epoch 13 Batch 524/538 - Train Accuracy: 0.925, Validation Accuracy: 0.918, Loss: 0.105
Epoch 13 Batch 525/538 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.112
Epoch 13 Batch 526/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.107
Epoch 13 Batch 527/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.101
Epoch 13 Batch 528/538 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.120
Epoch 13 Batch 529/538 - Train Accuracy: 0.904, Validation Accuracy: 0.920, Loss: 0.118
Epoch 13 Batch 530/538 - Train Accuracy: 0.907, Validation Accuracy: 0.923, Loss: 0.113
Epoch 13 Batch 531/538 - Train Accuracy: 0.916, Validation Accuracy: 0.922, Loss: 0.110
Epoch 13 Batch 532/538 - Train Accuracy: 0.928, Validation Accuracy: 0.923, Loss: 0.093
Epoch 13 Batch 533/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.114
Epoch 13 Batch 534/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.094
Epoch 13 Batch 535/538 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.103
Epoch 13 Batch 536/538 - Train Accuracy: 0.922, Validation Accuracy: 0.930, Loss: 0.130
Epoch 14 Batch 0/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.095
Epoch 14 Batch 1/538 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.104
Epoch 14 Batch 2/538 - Train Accuracy: 0.923, Validation Accuracy: 0.927, Loss: 0.118
Epoch 14 Batch 3/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.095
Epoch 14 Batch 4/538 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.110
Epoch 14 Batch 5/538 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.106
Epoch 14 Batch 6/538 - Train Accuracy: 0.923, Validation Accuracy: 0.921, Loss: 0.103
Epoch 14 Batch 7/538 - Train Accuracy: 0.944, Validation Accuracy: 0.921, Loss: 0.106
Epoch 14 Batch 8/538 - Train Accuracy: 0.941, Validation Accuracy: 0.922, Loss: 0.102
Epoch 14 Batch 9/538 - Train Accuracy: 0.909, Validation Accuracy: 0.919, Loss: 0.094
Epoch 14 Batch 10/538 - Train Accuracy: 0.923, Validation Accuracy: 0.910, Loss: 0.114
Epoch 14 Batch 11/538 - Train Accuracy: 0.925, Validation Accuracy: 0.915, Loss: 0.102
Epoch 14 Batch 12/538 - Train Accuracy: 0.937, Validation Accuracy: 0.915, Loss: 0.100
Epoch 14 Batch 13/538 - Train Accuracy: 0.939, Validation Accuracy: 0.918, Loss: 0.100
Epoch 14 Batch 14/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.107
Epoch 14 Batch 15/538 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.098
Epoch 14 Batch 16/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.103
Epoch 14 Batch 17/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.096
Epoch 14 Batch 18/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.110
Epoch 14 Batch 19/538 - Train Accuracy: 0.921, Validation Accuracy: 0.927, Loss: 0.117
Epoch 14 Batch 20/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.102
Epoch 14 Batch 21/538 - Train Accuracy: 0.947, Validation Accuracy: 0.920, Loss: 0.082
Epoch 14 Batch 22/538 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.097
Epoch 14 Batch 23/538 - Train Accuracy: 0.904, Validation Accuracy: 0.925, Loss: 0.112
Epoch 14 Batch 24/538 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.102
Epoch 14 Batch 25/538 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.104
Epoch 14 Batch 26/538 - Train Accuracy: 0.906, Validation Accuracy: 0.924, Loss: 0.113
Epoch 14 Batch 27/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.086
Epoch 14 Batch 28/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.101
Epoch 14 Batch 29/538 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.096
Epoch 14 Batch 30/538 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.112
Epoch 14 Batch 31/538 - Train Accuracy: 0.946, Validation Accuracy: 0.919, Loss: 0.088
Epoch 14 Batch 32/538 - Train Accuracy: 0.924, Validation Accuracy: 0.925, Loss: 0.088
Epoch 14 Batch 33/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.104
Epoch 14 Batch 34/538 - Train Accuracy: 0.910, Validation Accuracy: 0.933, Loss: 0.116
Epoch 14 Batch 35/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.099
Epoch 14 Batch 36/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.085
Epoch 14 Batch 37/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.111
Epoch 14 Batch 38/538 - Train Accuracy: 0.908, Validation Accuracy: 0.928, Loss: 0.104
Epoch 14 Batch 39/538 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.094
Epoch 14 Batch 40/538 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.089
Epoch 14 Batch 41/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.104
Epoch 14 Batch 42/538 - Train Accuracy: 0.927, Validation Accuracy: 0.939, Loss: 0.101
Epoch 14 Batch 43/538 - Train Accuracy: 0.891, Validation Accuracy: 0.935, Loss: 0.130
Epoch 14 Batch 44/538 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.108
Epoch 14 Batch 45/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.098
Epoch 14 Batch 46/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.091
Epoch 14 Batch 47/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.107
Epoch 14 Batch 48/538 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.101
Epoch 14 Batch 49/538 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.107
Epoch 14 Batch 50/538 - Train Accuracy: 0.915, Validation Accuracy: 0.927, Loss: 0.100
Epoch 14 Batch 51/538 - Train Accuracy: 0.903, Validation Accuracy: 0.932, Loss: 0.121
Epoch 14 Batch 52/538 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.097
Epoch 14 Batch 53/538 - Train Accuracy: 0.908, Validation Accuracy: 0.937, Loss: 0.102
Epoch 14 Batch 54/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.099
Epoch 14 Batch 55/538 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.091
Epoch 14 Batch 56/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.101
Epoch 14 Batch 57/538 - Train Accuracy: 0.882, Validation Accuracy: 0.932, Loss: 0.127
Epoch 14 Batch 58/538 - Train Accuracy: 0.905, Validation Accuracy: 0.938, Loss: 0.109
Epoch 14 Batch 59/538 - Train Accuracy: 0.918, Validation Accuracy: 0.941, Loss: 0.110
Epoch 14 Batch 60/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.106
Epoch 14 Batch 61/538 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.111
Epoch 14 Batch 62/538 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.100
Epoch 14 Batch 63/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.098
Epoch 14 Batch 64/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.095
Epoch 14 Batch 65/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.106
Epoch 14 Batch 66/538 - Train Accuracy: 0.941, Validation Accuracy: 0.921, Loss: 0.091
Epoch 14 Batch 67/538 - Train Accuracy: 0.944, Validation Accuracy: 0.926, Loss: 0.102
Epoch 14 Batch 68/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.095
Epoch 14 Batch 69/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.101
Epoch 14 Batch 70/538 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.099
Epoch 14 Batch 71/538 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.113
Epoch 14 Batch 72/538 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.127
Epoch 14 Batch 73/538 - Train Accuracy: 0.905, Validation Accuracy: 0.940, Loss: 0.111
Epoch 14 Batch 74/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.096
Epoch 14 Batch 75/538 - Train Accuracy: 0.914, Validation Accuracy: 0.936, Loss: 0.096
Epoch 14 Batch 76/538 - Train Accuracy: 0.918, Validation Accuracy: 0.938, Loss: 0.102
Epoch 14 Batch 77/538 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.105
Epoch 14 Batch 78/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.107
Epoch 14 Batch 79/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.082
Epoch 14 Batch 80/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.113
Epoch 14 Batch 81/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.108
Epoch 14 Batch 82/538 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.098
Epoch 14 Batch 83/538 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.100
Epoch 14 Batch 84/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.106
Epoch 14 Batch 85/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.088
Epoch 14 Batch 86/538 - Train Accuracy: 0.952, Validation Accuracy: 0.923, Loss: 0.097
Epoch 14 Batch 87/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.106
Epoch 14 Batch 88/538 - Train Accuracy: 0.956, Validation Accuracy: 0.917, Loss: 0.101
Epoch 14 Batch 89/538 - Train Accuracy: 0.927, Validation Accuracy: 0.920, Loss: 0.092
Epoch 14 Batch 90/538 - Train Accuracy: 0.911, Validation Accuracy: 0.927, Loss: 0.119
Epoch 14 Batch 91/538 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.100
Epoch 14 Batch 92/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.099
Epoch 14 Batch 93/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.093
Epoch 14 Batch 94/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.094
Epoch 14 Batch 95/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.091
Epoch 14 Batch 96/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.095
Epoch 14 Batch 97/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.091
Epoch 14 Batch 98/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.102
Epoch 14 Batch 99/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.094
Epoch 14 Batch 100/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.091
Epoch 14 Batch 101/538 - Train Accuracy: 0.911, Validation Accuracy: 0.924, Loss: 0.104
Epoch 14 Batch 102/538 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.113
Epoch 14 Batch 103/538 - Train Accuracy: 0.923, Validation Accuracy: 0.929, Loss: 0.098
Epoch 14 Batch 104/538 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.088
Epoch 14 Batch 105/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.092
Epoch 14 Batch 106/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.089
Epoch 14 Batch 107/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.116
Epoch 14 Batch 108/538 - Train Accuracy: 0.948, Validation Accuracy: 0.922, Loss: 0.092
Epoch 14 Batch 109/538 - Train Accuracy: 0.946, Validation Accuracy: 0.915, Loss: 0.093
Epoch 14 Batch 110/538 - Train Accuracy: 0.933, Validation Accuracy: 0.913, Loss: 0.095
Epoch 14 Batch 111/538 - Train Accuracy: 0.952, Validation Accuracy: 0.912, Loss: 0.096
Epoch 14 Batch 112/538 - Train Accuracy: 0.913, Validation Accuracy: 0.917, Loss: 0.103
Epoch 14 Batch 113/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.110
Epoch 14 Batch 114/538 - Train Accuracy: 0.925, Validation Accuracy: 0.923, Loss: 0.103
Epoch 14 Batch 115/538 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.113
Epoch 14 Batch 116/538 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.112
Epoch 14 Batch 117/538 - Train Accuracy: 0.914, Validation Accuracy: 0.934, Loss: 0.111
Epoch 14 Batch 118/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.083
Epoch 14 Batch 119/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.081
Epoch 14 Batch 120/538 - Train Accuracy: 0.943, Validation Accuracy: 0.930, Loss: 0.079
Epoch 14 Batch 121/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.101
Epoch 14 Batch 122/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.093
Epoch 14 Batch 123/538 - Train Accuracy: 0.936, Validation Accuracy: 0.921, Loss: 0.094
Epoch 14 Batch 124/538 - Train Accuracy: 0.928, Validation Accuracy: 0.918, Loss: 0.082
Epoch 14 Batch 125/538 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.108
Epoch 14 Batch 126/538 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.101
Epoch 14 Batch 127/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.118
Epoch 14 Batch 128/538 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.104
Epoch 14 Batch 129/538 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.089
Epoch 14 Batch 130/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.092
Epoch 14 Batch 131/538 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.097
Epoch 14 Batch 132/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.112
Epoch 14 Batch 133/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.091
Epoch 14 Batch 134/538 - Train Accuracy: 0.893, Validation Accuracy: 0.922, Loss: 0.118
Epoch 14 Batch 135/538 - Train Accuracy: 0.928, Validation Accuracy: 0.920, Loss: 0.126
Epoch 14 Batch 136/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.102
Epoch 14 Batch 137/538 - Train Accuracy: 0.920, Validation Accuracy: 0.912, Loss: 0.119
Epoch 14 Batch 138/538 - Train Accuracy: 0.913, Validation Accuracy: 0.913, Loss: 0.100
Epoch 14 Batch 139/538 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.110
Epoch 14 Batch 140/538 - Train Accuracy: 0.923, Validation Accuracy: 0.916, Loss: 0.116
Epoch 14 Batch 141/538 - Train Accuracy: 0.936, Validation Accuracy: 0.921, Loss: 0.100
Epoch 14 Batch 142/538 - Train Accuracy: 0.937, Validation Accuracy: 0.919, Loss: 0.093
Epoch 14 Batch 143/538 - Train Accuracy: 0.937, Validation Accuracy: 0.921, Loss: 0.111
Epoch 14 Batch 144/538 - Train Accuracy: 0.922, Validation Accuracy: 0.924, Loss: 0.112
Epoch 14 Batch 145/538 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.118
Epoch 14 Batch 146/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.105
Epoch 14 Batch 147/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.102
Epoch 14 Batch 148/538 - Train Accuracy: 0.910, Validation Accuracy: 0.932, Loss: 0.123
Epoch 14 Batch 149/538 - Train Accuracy: 0.952, Validation Accuracy: 0.930, Loss: 0.096
Epoch 14 Batch 150/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.095
Epoch 14 Batch 151/538 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.108
Epoch 14 Batch 152/538 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.116
Epoch 14 Batch 153/538 - Train Accuracy: 0.911, Validation Accuracy: 0.928, Loss: 0.103
Epoch 14 Batch 154/538 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.095
Epoch 14 Batch 155/538 - Train Accuracy: 0.910, Validation Accuracy: 0.927, Loss: 0.111
Epoch 14 Batch 156/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.096
Epoch 14 Batch 157/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.094
Epoch 14 Batch 158/538 - Train Accuracy: 0.918, Validation Accuracy: 0.938, Loss: 0.108
Epoch 14 Batch 159/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.100
Epoch 14 Batch 160/538 - Train Accuracy: 0.914, Validation Accuracy: 0.934, Loss: 0.098
Epoch 14 Batch 161/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.097
Epoch 14 Batch 162/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.112
Epoch 14 Batch 163/538 - Train Accuracy: 0.906, Validation Accuracy: 0.924, Loss: 0.114
Epoch 14 Batch 164/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.111
Epoch 14 Batch 165/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.086
Epoch 14 Batch 166/538 - Train Accuracy: 0.948, Validation Accuracy: 0.927, Loss: 0.097
Epoch 14 Batch 167/538 - Train Accuracy: 0.911, Validation Accuracy: 0.921, Loss: 0.106
Epoch 14 Batch 168/538 - Train Accuracy: 0.897, Validation Accuracy: 0.930, Loss: 0.123
Epoch 14 Batch 169/538 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.083
Epoch 14 Batch 170/538 - Train Accuracy: 0.913, Validation Accuracy: 0.923, Loss: 0.113
Epoch 14 Batch 171/538 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.116
Epoch 14 Batch 172/538 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.102
Epoch 14 Batch 173/538 - Train Accuracy: 0.947, Validation Accuracy: 0.922, Loss: 0.086
Epoch 14 Batch 174/538 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.102
Epoch 14 Batch 175/538 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.103
Epoch 14 Batch 176/538 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.122
Epoch 14 Batch 177/538 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.110
Epoch 14 Batch 178/538 - Train Accuracy: 0.899, Validation Accuracy: 0.927, Loss: 0.104
Epoch 14 Batch 179/538 - Train Accuracy: 0.946, Validation Accuracy: 0.924, Loss: 0.101
Epoch 14 Batch 180/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.108
Epoch 14 Batch 181/538 - Train Accuracy: 0.900, Validation Accuracy: 0.928, Loss: 0.120
Epoch 14 Batch 182/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.101
Epoch 14 Batch 183/538 - Train Accuracy: 0.942, Validation Accuracy: 0.930, Loss: 0.095
Epoch 14 Batch 184/538 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.107
Epoch 14 Batch 185/538 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.093
Epoch 14 Batch 186/538 - Train Accuracy: 0.928, Validation Accuracy: 0.929, Loss: 0.091
Epoch 14 Batch 187/538 - Train Accuracy: 0.921, Validation Accuracy: 0.932, Loss: 0.097
Epoch 14 Batch 188/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.098
Epoch 14 Batch 189/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.104
Epoch 14 Batch 190/538 - Train Accuracy: 0.911, Validation Accuracy: 0.938, Loss: 0.115
Epoch 14 Batch 191/538 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.091
Epoch 14 Batch 192/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.107
Epoch 14 Batch 193/538 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.098
Epoch 14 Batch 194/538 - Train Accuracy: 0.908, Validation Accuracy: 0.928, Loss: 0.114
Epoch 14 Batch 195/538 - Train Accuracy: 0.942, Validation Accuracy: 0.919, Loss: 0.107
Epoch 14 Batch 196/538 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.088
Epoch 14 Batch 197/538 - Train Accuracy: 0.928, Validation Accuracy: 0.916, Loss: 0.109
Epoch 14 Batch 198/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.099
Epoch 14 Batch 199/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.108
Epoch 14 Batch 200/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.100
Epoch 14 Batch 201/538 - Train Accuracy: 0.915, Validation Accuracy: 0.934, Loss: 0.110
Epoch 14 Batch 202/538 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.092
Epoch 14 Batch 203/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.114
Epoch 14 Batch 204/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.116
Epoch 14 Batch 205/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.099
Epoch 14 Batch 206/538 - Train Accuracy: 0.902, Validation Accuracy: 0.926, Loss: 0.104
Epoch 14 Batch 207/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.100
Epoch 14 Batch 208/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.118
Epoch 14 Batch 209/538 - Train Accuracy: 0.950, Validation Accuracy: 0.928, Loss: 0.100
Epoch 14 Batch 210/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.108
Epoch 14 Batch 211/538 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.105
Epoch 14 Batch 212/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.109
Epoch 14 Batch 213/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.093
Epoch 14 Batch 214/538 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.100
Epoch 14 Batch 215/538 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.097
Epoch 14 Batch 216/538 - Train Accuracy: 0.941, Validation Accuracy: 0.921, Loss: 0.107
Epoch 14 Batch 217/538 - Train Accuracy: 0.940, Validation Accuracy: 0.918, Loss: 0.112
Epoch 14 Batch 218/538 - Train Accuracy: 0.931, Validation Accuracy: 0.914, Loss: 0.096
Epoch 14 Batch 219/538 - Train Accuracy: 0.898, Validation Accuracy: 0.915, Loss: 0.126
Epoch 14 Batch 220/538 - Train Accuracy: 0.913, Validation Accuracy: 0.912, Loss: 0.112
Epoch 14 Batch 221/538 - Train Accuracy: 0.930, Validation Accuracy: 0.913, Loss: 0.096
Epoch 14 Batch 222/538 - Train Accuracy: 0.924, Validation Accuracy: 0.919, Loss: 0.096
Epoch 14 Batch 223/538 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.113
Epoch 14 Batch 224/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.114
Epoch 14 Batch 225/538 - Train Accuracy: 0.941, Validation Accuracy: 0.923, Loss: 0.108
Epoch 14 Batch 226/538 - Train Accuracy: 0.930, Validation Accuracy: 0.920, Loss: 0.103
Epoch 14 Batch 227/538 - Train Accuracy: 0.906, Validation Accuracy: 0.923, Loss: 0.099
Epoch 14 Batch 228/538 - Train Accuracy: 0.909, Validation Accuracy: 0.923, Loss: 0.095
Epoch 14 Batch 229/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.096
Epoch 14 Batch 230/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.111
Epoch 14 Batch 231/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.108
Epoch 14 Batch 232/538 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.110
Epoch 14 Batch 233/538 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.107
Epoch 14 Batch 234/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.108
Epoch 14 Batch 235/538 - Train Accuracy: 0.936, Validation Accuracy: 0.930, Loss: 0.087
Epoch 14 Batch 236/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.106
Epoch 14 Batch 237/538 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.088
Epoch 14 Batch 238/538 - Train Accuracy: 0.946, Validation Accuracy: 0.924, Loss: 0.092
Epoch 14 Batch 239/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.112
Epoch 14 Batch 240/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.103
Epoch 14 Batch 241/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.110
Epoch 14 Batch 242/538 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.102
Epoch 14 Batch 243/538 - Train Accuracy: 0.943, Validation Accuracy: 0.919, Loss: 0.092
Epoch 14 Batch 244/538 - Train Accuracy: 0.914, Validation Accuracy: 0.919, Loss: 0.090
Epoch 14 Batch 245/538 - Train Accuracy: 0.928, Validation Accuracy: 0.921, Loss: 0.109
Epoch 14 Batch 246/538 - Train Accuracy: 0.940, Validation Accuracy: 0.922, Loss: 0.090
Epoch 14 Batch 247/538 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.100
Epoch 14 Batch 248/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.102
Epoch 14 Batch 249/538 - Train Accuracy: 0.919, Validation Accuracy: 0.918, Loss: 0.080
Epoch 14 Batch 250/538 - Train Accuracy: 0.937, Validation Accuracy: 0.914, Loss: 0.101
Epoch 14 Batch 251/538 - Train Accuracy: 0.928, Validation Accuracy: 0.912, Loss: 0.101
Epoch 14 Batch 252/538 - Train Accuracy: 0.932, Validation Accuracy: 0.914, Loss: 0.094
Epoch 14 Batch 253/538 - Train Accuracy: 0.922, Validation Accuracy: 0.912, Loss: 0.095
Epoch 14 Batch 254/538 - Train Accuracy: 0.903, Validation Accuracy: 0.917, Loss: 0.110
Epoch 14 Batch 255/538 - Train Accuracy: 0.950, Validation Accuracy: 0.917, Loss: 0.088
Epoch 14 Batch 256/538 - Train Accuracy: 0.896, Validation Accuracy: 0.916, Loss: 0.111
Epoch 14 Batch 257/538 - Train Accuracy: 0.948, Validation Accuracy: 0.914, Loss: 0.099
Epoch 14 Batch 258/538 - Train Accuracy: 0.925, Validation Accuracy: 0.907, Loss: 0.091
Epoch 14 Batch 259/538 - Train Accuracy: 0.945, Validation Accuracy: 0.914, Loss: 0.091
Epoch 14 Batch 260/538 - Train Accuracy: 0.900, Validation Accuracy: 0.922, Loss: 0.108
Epoch 14 Batch 261/538 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.116
Epoch 14 Batch 262/538 - Train Accuracy: 0.947, Validation Accuracy: 0.929, Loss: 0.090
Epoch 14 Batch 263/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.094
Epoch 14 Batch 264/538 - Train Accuracy: 0.917, Validation Accuracy: 0.932, Loss: 0.094
Epoch 14 Batch 265/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.107
Epoch 14 Batch 266/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.099
Epoch 14 Batch 267/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.094
Epoch 14 Batch 268/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.089
Epoch 14 Batch 269/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.107
Epoch 14 Batch 270/538 - Train Accuracy: 0.921, Validation Accuracy: 0.934, Loss: 0.096
Epoch 14 Batch 271/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.086
Epoch 14 Batch 272/538 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.102
Epoch 14 Batch 273/538 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.103
Epoch 14 Batch 274/538 - Train Accuracy: 0.896, Validation Accuracy: 0.936, Loss: 0.106
Epoch 14 Batch 275/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.115
Epoch 14 Batch 276/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.103
Epoch 14 Batch 277/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.091
Epoch 14 Batch 278/538 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.099
Epoch 14 Batch 279/538 - Train Accuracy: 0.905, Validation Accuracy: 0.925, Loss: 0.098
Epoch 14 Batch 280/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.094
Epoch 14 Batch 281/538 - Train Accuracy: 0.912, Validation Accuracy: 0.930, Loss: 0.125
Epoch 14 Batch 282/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.108
Epoch 14 Batch 283/538 - Train Accuracy: 0.941, Validation Accuracy: 0.927, Loss: 0.099
Epoch 14 Batch 284/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.108
Epoch 14 Batch 285/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.087
Epoch 14 Batch 286/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.106
Epoch 14 Batch 287/538 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.086
Epoch 14 Batch 288/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.103
Epoch 14 Batch 289/538 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.089
Epoch 14 Batch 290/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.085
Epoch 14 Batch 291/538 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.105
Epoch 14 Batch 292/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.088
Epoch 14 Batch 293/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.099
Epoch 14 Batch 294/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.106
Epoch 14 Batch 295/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.100
Epoch 14 Batch 296/538 - Train Accuracy: 0.909, Validation Accuracy: 0.923, Loss: 0.118
Epoch 14 Batch 297/538 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.108
Epoch 14 Batch 298/538 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.103
Epoch 14 Batch 299/538 - Train Accuracy: 0.921, Validation Accuracy: 0.923, Loss: 0.111
Epoch 14 Batch 300/538 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.108
Epoch 14 Batch 301/538 - Train Accuracy: 0.925, Validation Accuracy: 0.922, Loss: 0.095
Epoch 14 Batch 302/538 - Train Accuracy: 0.939, Validation Accuracy: 0.922, Loss: 0.091
Epoch 14 Batch 303/538 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.095
Epoch 14 Batch 304/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.104
Epoch 14 Batch 305/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.099
Epoch 14 Batch 306/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.105
Epoch 14 Batch 307/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.090
Epoch 14 Batch 308/538 - Train Accuracy: 0.947, Validation Accuracy: 0.926, Loss: 0.089
Epoch 14 Batch 309/538 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.084
Epoch 14 Batch 310/538 - Train Accuracy: 0.949, Validation Accuracy: 0.931, Loss: 0.111
Epoch 14 Batch 311/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.100
Epoch 14 Batch 312/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.089
Epoch 14 Batch 313/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.097
Epoch 14 Batch 314/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.094
Epoch 14 Batch 315/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.090
Epoch 14 Batch 316/538 - Train Accuracy: 0.929, Validation Accuracy: 0.937, Loss: 0.090
Epoch 14 Batch 317/538 - Train Accuracy: 0.914, Validation Accuracy: 0.933, Loss: 0.108
Epoch 14 Batch 318/538 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.095
Epoch 14 Batch 319/538 - Train Accuracy: 0.918, Validation Accuracy: 0.930, Loss: 0.096
Epoch 14 Batch 320/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.099
Epoch 14 Batch 321/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.096
Epoch 14 Batch 322/538 - Train Accuracy: 0.927, Validation Accuracy: 0.929, Loss: 0.103
Epoch 14 Batch 323/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.093
Epoch 14 Batch 324/538 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.106
Epoch 14 Batch 325/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.094
Epoch 14 Batch 326/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.103
Epoch 14 Batch 327/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.105
Epoch 14 Batch 328/538 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.098
Epoch 14 Batch 329/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.105
Epoch 14 Batch 330/538 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.086
Epoch 14 Batch 331/538 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.096
Epoch 14 Batch 332/538 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.102
Epoch 14 Batch 333/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.098
Epoch 14 Batch 334/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.083
Epoch 14 Batch 335/538 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.098
Epoch 14 Batch 336/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.092
Epoch 14 Batch 337/538 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.099
Epoch 14 Batch 338/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.098
Epoch 14 Batch 339/538 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.093
Epoch 14 Batch 340/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.100
Epoch 14 Batch 341/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.094
Epoch 14 Batch 342/538 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.090
Epoch 14 Batch 343/538 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.102
Epoch 14 Batch 344/538 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.098
Epoch 14 Batch 345/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.094
Epoch 14 Batch 346/538 - Train Accuracy: 0.922, Validation Accuracy: 0.938, Loss: 0.108
Epoch 14 Batch 347/538 - Train Accuracy: 0.935, Validation Accuracy: 0.937, Loss: 0.100
Epoch 14 Batch 348/538 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.090
Epoch 14 Batch 349/538 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.082
Epoch 14 Batch 350/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.113
Epoch 14 Batch 351/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.118
Epoch 14 Batch 352/538 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.123
Epoch 14 Batch 353/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.110
Epoch 14 Batch 354/538 - Train Accuracy: 0.903, Validation Accuracy: 0.923, Loss: 0.100
Epoch 14 Batch 355/538 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.111
Epoch 14 Batch 356/538 - Train Accuracy: 0.932, Validation Accuracy: 0.922, Loss: 0.091
Epoch 14 Batch 357/538 - Train Accuracy: 0.946, Validation Accuracy: 0.922, Loss: 0.100
Epoch 14 Batch 358/538 - Train Accuracy: 0.941, Validation Accuracy: 0.915, Loss: 0.090
Epoch 14 Batch 359/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.095
Epoch 14 Batch 360/538 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.099
Epoch 14 Batch 361/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.103
Epoch 14 Batch 362/538 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.087
Epoch 14 Batch 363/538 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.090
Epoch 14 Batch 364/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.122
Epoch 14 Batch 365/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.098
Epoch 14 Batch 366/538 - Train Accuracy: 0.949, Validation Accuracy: 0.925, Loss: 0.105
Epoch 14 Batch 367/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.093
Epoch 14 Batch 368/538 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.088
Epoch 14 Batch 369/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.085
Epoch 14 Batch 370/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.099
Epoch 14 Batch 371/538 - Train Accuracy: 0.946, Validation Accuracy: 0.926, Loss: 0.105
Epoch 14 Batch 372/538 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.090
Epoch 14 Batch 373/538 - Train Accuracy: 0.928, Validation Accuracy: 0.929, Loss: 0.095
Epoch 14 Batch 374/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.100
Epoch 14 Batch 375/538 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.093
Epoch 14 Batch 376/538 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.105
Epoch 14 Batch 377/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.105
Epoch 14 Batch 378/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.098
Epoch 14 Batch 379/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.097
Epoch 14 Batch 380/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.088
Epoch 14 Batch 381/538 - Train Accuracy: 0.939, Validation Accuracy: 0.924, Loss: 0.102
Epoch 14 Batch 382/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.115
Epoch 14 Batch 383/538 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.098
Epoch 14 Batch 384/538 - Train Accuracy: 0.916, Validation Accuracy: 0.916, Loss: 0.099
Epoch 14 Batch 385/538 - Train Accuracy: 0.933, Validation Accuracy: 0.912, Loss: 0.100
Epoch 14 Batch 386/538 - Train Accuracy: 0.936, Validation Accuracy: 0.911, Loss: 0.117
Epoch 14 Batch 387/538 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.100
Epoch 14 Batch 388/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.103
Epoch 14 Batch 389/538 - Train Accuracy: 0.916, Validation Accuracy: 0.933, Loss: 0.112
Epoch 14 Batch 390/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.087
Epoch 14 Batch 391/538 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.097
Epoch 14 Batch 392/538 - Train Accuracy: 0.925, Validation Accuracy: 0.934, Loss: 0.085
Epoch 14 Batch 393/538 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.089
Epoch 14 Batch 394/538 - Train Accuracy: 0.908, Validation Accuracy: 0.936, Loss: 0.110
Epoch 14 Batch 395/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.105
Epoch 14 Batch 396/538 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.091
Epoch 14 Batch 397/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.098
Epoch 14 Batch 398/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.090
Epoch 14 Batch 399/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.116
Epoch 14 Batch 400/538 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.111
Epoch 14 Batch 401/538 - Train Accuracy: 0.944, Validation Accuracy: 0.929, Loss: 0.100
Epoch 14 Batch 402/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.092
Epoch 14 Batch 403/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.095
Epoch 14 Batch 404/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.114
Epoch 14 Batch 405/538 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.101
Epoch 14 Batch 406/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.108
Epoch 14 Batch 407/538 - Train Accuracy: 0.956, Validation Accuracy: 0.931, Loss: 0.101
Epoch 14 Batch 408/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.108
Epoch 14 Batch 409/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.101
Epoch 14 Batch 410/538 - Train Accuracy: 0.948, Validation Accuracy: 0.925, Loss: 0.101
Epoch 14 Batch 411/538 - Train Accuracy: 0.939, Validation Accuracy: 0.922, Loss: 0.090
Epoch 14 Batch 412/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.093
Epoch 14 Batch 413/538 - Train Accuracy: 0.934, Validation Accuracy: 0.922, Loss: 0.086
Epoch 14 Batch 414/538 - Train Accuracy: 0.899, Validation Accuracy: 0.930, Loss: 0.109
Epoch 14 Batch 415/538 - Train Accuracy: 0.904, Validation Accuracy: 0.923, Loss: 0.111
Epoch 14 Batch 416/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.095
Epoch 14 Batch 417/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.093
Epoch 14 Batch 418/538 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.102
Epoch 14 Batch 419/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.095
Epoch 14 Batch 420/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.103
Epoch 14 Batch 421/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.090
Epoch 14 Batch 422/538 - Train Accuracy: 0.912, Validation Accuracy: 0.931, Loss: 0.102
Epoch 14 Batch 423/538 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.098
Epoch 14 Batch 424/538 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.108
Epoch 14 Batch 425/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.113
Epoch 14 Batch 426/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.100
Epoch 14 Batch 427/538 - Train Accuracy: 0.918, Validation Accuracy: 0.940, Loss: 0.100
Epoch 14 Batch 428/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.094
Epoch 14 Batch 429/538 - Train Accuracy: 0.930, Validation Accuracy: 0.941, Loss: 0.101
Epoch 14 Batch 430/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.105
Epoch 14 Batch 431/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.093
Epoch 14 Batch 432/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.114
Epoch 14 Batch 433/538 - Train Accuracy: 0.913, Validation Accuracy: 0.936, Loss: 0.124
Epoch 14 Batch 434/538 - Train Accuracy: 0.912, Validation Accuracy: 0.934, Loss: 0.099
Epoch 14 Batch 435/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.097
Epoch 14 Batch 436/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.102
Epoch 14 Batch 437/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.096
Epoch 14 Batch 438/538 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.089
Epoch 14 Batch 439/538 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.090
Epoch 14 Batch 440/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.100
Epoch 14 Batch 441/538 - Train Accuracy: 0.904, Validation Accuracy: 0.929, Loss: 0.110
Epoch 14 Batch 442/538 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.088
Epoch 14 Batch 443/538 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.105
Epoch 14 Batch 444/538 - Train Accuracy: 0.937, Validation Accuracy: 0.926, Loss: 0.102
Epoch 14 Batch 445/538 - Train Accuracy: 0.941, Validation Accuracy: 0.925, Loss: 0.093
Epoch 14 Batch 446/538 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.087
Epoch 14 Batch 447/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.098
Epoch 14 Batch 448/538 - Train Accuracy: 0.918, Validation Accuracy: 0.929, Loss: 0.092
Epoch 14 Batch 449/538 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.110
Epoch 14 Batch 450/538 - Train Accuracy: 0.905, Validation Accuracy: 0.933, Loss: 0.128
Epoch 14 Batch 451/538 - Train Accuracy: 0.906, Validation Accuracy: 0.930, Loss: 0.094
Epoch 14 Batch 452/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.095
Epoch 14 Batch 453/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.104
Epoch 14 Batch 454/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.105
Epoch 14 Batch 455/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.097
Epoch 14 Batch 456/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.127
Epoch 14 Batch 457/538 - Train Accuracy: 0.905, Validation Accuracy: 0.934, Loss: 0.100
Epoch 14 Batch 458/538 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.095
Epoch 14 Batch 459/538 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.110
Epoch 14 Batch 460/538 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.107
Epoch 14 Batch 461/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.108
Epoch 14 Batch 462/538 - Train Accuracy: 0.922, Validation Accuracy: 0.939, Loss: 0.101
Epoch 14 Batch 463/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.117
Epoch 14 Batch 464/538 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.097
Epoch 14 Batch 465/538 - Train Accuracy: 0.947, Validation Accuracy: 0.933, Loss: 0.094
Epoch 14 Batch 466/538 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.100
Epoch 14 Batch 467/538 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.115
Epoch 14 Batch 468/538 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.109
Epoch 14 Batch 469/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.100
Epoch 14 Batch 470/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.099
Epoch 14 Batch 471/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.094
Epoch 14 Batch 472/538 - Train Accuracy: 0.961, Validation Accuracy: 0.927, Loss: 0.079
Epoch 14 Batch 473/538 - Train Accuracy: 0.903, Validation Accuracy: 0.930, Loss: 0.090
Epoch 14 Batch 474/538 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.092
Epoch 14 Batch 475/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.088
Epoch 14 Batch 476/538 - Train Accuracy: 0.948, Validation Accuracy: 0.929, Loss: 0.095
Epoch 14 Batch 477/538 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.110
Epoch 14 Batch 478/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.081
Epoch 14 Batch 479/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.088
Epoch 14 Batch 480/538 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.102
Epoch 14 Batch 481/538 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.097
Epoch 14 Batch 482/538 - Train Accuracy: 0.932, Validation Accuracy: 0.922, Loss: 0.091
Epoch 14 Batch 483/538 - Train Accuracy: 0.885, Validation Accuracy: 0.924, Loss: 0.104
Epoch 14 Batch 484/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.118
Epoch 14 Batch 485/538 - Train Accuracy: 0.934, Validation Accuracy: 0.920, Loss: 0.093
Epoch 14 Batch 486/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.087
Epoch 14 Batch 487/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.090
Epoch 14 Batch 488/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.091
Epoch 14 Batch 489/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.097
Epoch 14 Batch 490/538 - Train Accuracy: 0.932, Validation Accuracy: 0.922, Loss: 0.095
Epoch 14 Batch 491/538 - Train Accuracy: 0.913, Validation Accuracy: 0.923, Loss: 0.105
Epoch 14 Batch 492/538 - Train Accuracy: 0.935, Validation Accuracy: 0.918, Loss: 0.107
Epoch 14 Batch 493/538 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.106
Epoch 14 Batch 494/538 - Train Accuracy: 0.934, Validation Accuracy: 0.920, Loss: 0.108
Epoch 14 Batch 495/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.101
Epoch 14 Batch 496/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.087
Epoch 14 Batch 497/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.089
Epoch 14 Batch 498/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.092
Epoch 14 Batch 499/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.103
Epoch 14 Batch 500/538 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.080
Epoch 14 Batch 501/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.103
Epoch 14 Batch 502/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.097
Epoch 14 Batch 503/538 - Train Accuracy: 0.939, Validation Accuracy: 0.922, Loss: 0.087
Epoch 14 Batch 504/538 - Train Accuracy: 0.948, Validation Accuracy: 0.926, Loss: 0.084
Epoch 14 Batch 505/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.089
Epoch 14 Batch 506/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.092
Epoch 14 Batch 507/538 - Train Accuracy: 0.901, Validation Accuracy: 0.934, Loss: 0.117
Epoch 14 Batch 508/538 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.102
Epoch 14 Batch 509/538 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.103
Epoch 14 Batch 510/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.100
Epoch 14 Batch 511/538 - Train Accuracy: 0.926, Validation Accuracy: 0.936, Loss: 0.092
Epoch 14 Batch 512/538 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.107
Epoch 14 Batch 513/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.100
Epoch 14 Batch 514/538 - Train Accuracy: 0.946, Validation Accuracy: 0.924, Loss: 0.103
Epoch 14 Batch 515/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.113
Epoch 14 Batch 516/538 - Train Accuracy: 0.892, Validation Accuracy: 0.926, Loss: 0.099
Epoch 14 Batch 517/538 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.080
Epoch 14 Batch 518/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.098
Epoch 14 Batch 519/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.093
Epoch 14 Batch 520/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.096
Epoch 14 Batch 521/538 - Train Accuracy: 0.913, Validation Accuracy: 0.932, Loss: 0.109
Epoch 14 Batch 522/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.098
Epoch 14 Batch 523/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.105
Epoch 14 Batch 524/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.097
Epoch 14 Batch 525/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.109
Epoch 14 Batch 526/538 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.097
Epoch 14 Batch 527/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.103
Epoch 14 Batch 528/538 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.108
Epoch 14 Batch 529/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.120
Epoch 14 Batch 530/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.118
Epoch 14 Batch 531/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.095
Epoch 14 Batch 532/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.092
Epoch 14 Batch 533/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.100
Epoch 14 Batch 534/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.089
Epoch 14 Batch 535/538 - Train Accuracy: 0.927, Validation Accuracy: 0.937, Loss: 0.093
Epoch 14 Batch 536/538 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.114
Epoch 15 Batch 0/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.094
Epoch 15 Batch 1/538 - Train Accuracy: 0.953, Validation Accuracy: 0.926, Loss: 0.097
Epoch 15 Batch 2/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.111
Epoch 15 Batch 3/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.096
Epoch 15 Batch 4/538 - Train Accuracy: 0.918, Validation Accuracy: 0.920, Loss: 0.102
Epoch 15 Batch 5/538 - Train Accuracy: 0.933, Validation Accuracy: 0.920, Loss: 0.106
Epoch 15 Batch 6/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.103
Epoch 15 Batch 7/538 - Train Accuracy: 0.942, Validation Accuracy: 0.918, Loss: 0.089
Epoch 15 Batch 8/538 - Train Accuracy: 0.940, Validation Accuracy: 0.919, Loss: 0.090
Epoch 15 Batch 9/538 - Train Accuracy: 0.907, Validation Accuracy: 0.919, Loss: 0.091
Epoch 15 Batch 10/538 - Train Accuracy: 0.918, Validation Accuracy: 0.919, Loss: 0.103
Epoch 15 Batch 11/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.102
Epoch 15 Batch 12/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.104
Epoch 15 Batch 13/538 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.093
Epoch 15 Batch 14/538 - Train Accuracy: 0.942, Validation Accuracy: 0.930, Loss: 0.090
Epoch 15 Batch 15/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.103
Epoch 15 Batch 16/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.095
Epoch 15 Batch 17/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.088
Epoch 15 Batch 18/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.109
Epoch 15 Batch 19/538 - Train Accuracy: 0.923, Validation Accuracy: 0.932, Loss: 0.107
Epoch 15 Batch 20/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.093
Epoch 15 Batch 21/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.084
Epoch 15 Batch 22/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.102
Epoch 15 Batch 23/538 - Train Accuracy: 0.904, Validation Accuracy: 0.933, Loss: 0.104
Epoch 15 Batch 24/538 - Train Accuracy: 0.941, Validation Accuracy: 0.922, Loss: 0.105
Epoch 15 Batch 25/538 - Train Accuracy: 0.919, Validation Accuracy: 0.919, Loss: 0.098
Epoch 15 Batch 26/538 - Train Accuracy: 0.910, Validation Accuracy: 0.926, Loss: 0.108
Epoch 15 Batch 27/538 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.088
Epoch 15 Batch 28/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.089
Epoch 15 Batch 29/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.091
Epoch 15 Batch 30/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.108
Epoch 15 Batch 31/538 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.078
Epoch 15 Batch 32/538 - Train Accuracy: 0.918, Validation Accuracy: 0.933, Loss: 0.079
Epoch 15 Batch 33/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.101
Epoch 15 Batch 34/538 - Train Accuracy: 0.909, Validation Accuracy: 0.936, Loss: 0.114
Epoch 15 Batch 35/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.090
Epoch 15 Batch 36/538 - Train Accuracy: 0.943, Validation Accuracy: 0.930, Loss: 0.097
Epoch 15 Batch 37/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.104
Epoch 15 Batch 38/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.093
Epoch 15 Batch 39/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.084
Epoch 15 Batch 40/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.077
Epoch 15 Batch 41/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.096
Epoch 15 Batch 42/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.098
Epoch 15 Batch 43/538 - Train Accuracy: 0.907, Validation Accuracy: 0.925, Loss: 0.125
Epoch 15 Batch 44/538 - Train Accuracy: 0.917, Validation Accuracy: 0.926, Loss: 0.105
Epoch 15 Batch 45/538 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.095
Epoch 15 Batch 46/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.086
Epoch 15 Batch 47/538 - Train Accuracy: 0.947, Validation Accuracy: 0.924, Loss: 0.097
Epoch 15 Batch 48/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.094
Epoch 15 Batch 49/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.097
Epoch 15 Batch 50/538 - Train Accuracy: 0.918, Validation Accuracy: 0.921, Loss: 0.094
Epoch 15 Batch 51/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.117
Epoch 15 Batch 52/538 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.106
Epoch 15 Batch 53/538 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.103
Epoch 15 Batch 54/538 - Train Accuracy: 0.931, Validation Accuracy: 0.924, Loss: 0.087
Epoch 15 Batch 55/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.092
Epoch 15 Batch 56/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.097
Epoch 15 Batch 57/538 - Train Accuracy: 0.899, Validation Accuracy: 0.929, Loss: 0.101
Epoch 15 Batch 58/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.105
Epoch 15 Batch 59/538 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.108
Epoch 15 Batch 60/538 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.098
Epoch 15 Batch 61/538 - Train Accuracy: 0.923, Validation Accuracy: 0.921, Loss: 0.104
Epoch 15 Batch 62/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.093
Epoch 15 Batch 63/538 - Train Accuracy: 0.941, Validation Accuracy: 0.925, Loss: 0.091
Epoch 15 Batch 64/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.095
Epoch 15 Batch 65/538 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.095
Epoch 15 Batch 66/538 - Train Accuracy: 0.954, Validation Accuracy: 0.927, Loss: 0.076
Epoch 15 Batch 67/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.098
Epoch 15 Batch 68/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.085
Epoch 15 Batch 69/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.093
Epoch 15 Batch 70/538 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.088
Epoch 15 Batch 71/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.109
Epoch 15 Batch 72/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.113
Epoch 15 Batch 73/538 - Train Accuracy: 0.920, Validation Accuracy: 0.934, Loss: 0.099
Epoch 15 Batch 74/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.097
Epoch 15 Batch 75/538 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.100
Epoch 15 Batch 76/538 - Train Accuracy: 0.925, Validation Accuracy: 0.939, Loss: 0.094
Epoch 15 Batch 77/538 - Train Accuracy: 0.925, Validation Accuracy: 0.941, Loss: 0.092
Epoch 15 Batch 78/538 - Train Accuracy: 0.928, Validation Accuracy: 0.940, Loss: 0.097
Epoch 15 Batch 79/538 - Train Accuracy: 0.927, Validation Accuracy: 0.941, Loss: 0.080
Epoch 15 Batch 80/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.103
Epoch 15 Batch 81/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.096
Epoch 15 Batch 82/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.098
Epoch 15 Batch 83/538 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.101
Epoch 15 Batch 84/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.101
Epoch 15 Batch 85/538 - Train Accuracy: 0.941, Validation Accuracy: 0.928, Loss: 0.086
Epoch 15 Batch 86/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.091
Epoch 15 Batch 87/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.105
Epoch 15 Batch 88/538 - Train Accuracy: 0.953, Validation Accuracy: 0.929, Loss: 0.090
Epoch 15 Batch 89/538 - Train Accuracy: 0.940, Validation Accuracy: 0.927, Loss: 0.082
Epoch 15 Batch 90/538 - Train Accuracy: 0.909, Validation Accuracy: 0.926, Loss: 0.105
Epoch 15 Batch 91/538 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.095
Epoch 15 Batch 92/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.101
Epoch 15 Batch 93/538 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.092
Epoch 15 Batch 94/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.091
Epoch 15 Batch 95/538 - Train Accuracy: 0.918, Validation Accuracy: 0.927, Loss: 0.088
Epoch 15 Batch 96/538 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.082
Epoch 15 Batch 97/538 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.093
Epoch 15 Batch 98/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.090
Epoch 15 Batch 99/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.095
Epoch 15 Batch 100/538 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.088
Epoch 15 Batch 101/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.103
Epoch 15 Batch 102/538 - Train Accuracy: 0.914, Validation Accuracy: 0.932, Loss: 0.099
Epoch 15 Batch 103/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.093
Epoch 15 Batch 104/538 - Train Accuracy: 0.921, Validation Accuracy: 0.935, Loss: 0.096
Epoch 15 Batch 105/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.079
Epoch 15 Batch 106/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.087
Epoch 15 Batch 107/538 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.108
Epoch 15 Batch 108/538 - Train Accuracy: 0.937, Validation Accuracy: 0.919, Loss: 0.090
Epoch 15 Batch 109/538 - Train Accuracy: 0.954, Validation Accuracy: 0.921, Loss: 0.093
Epoch 15 Batch 110/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.090
Epoch 15 Batch 111/538 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.084
Epoch 15 Batch 112/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.091
Epoch 15 Batch 113/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.091
Epoch 15 Batch 114/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.100
Epoch 15 Batch 115/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.104
Epoch 15 Batch 116/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.104
Epoch 15 Batch 117/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.100
Epoch 15 Batch 118/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.082
Epoch 15 Batch 119/538 - Train Accuracy: 0.955, Validation Accuracy: 0.926, Loss: 0.079
Epoch 15 Batch 120/538 - Train Accuracy: 0.941, Validation Accuracy: 0.928, Loss: 0.085
Epoch 15 Batch 121/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.097
Epoch 15 Batch 122/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.098
Epoch 15 Batch 123/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.089
Epoch 15 Batch 124/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.096
Epoch 15 Batch 125/538 - Train Accuracy: 0.932, Validation Accuracy: 0.946, Loss: 0.101
Epoch 15 Batch 126/538 - Train Accuracy: 0.913, Validation Accuracy: 0.938, Loss: 0.105
Epoch 15 Batch 127/538 - Train Accuracy: 0.911, Validation Accuracy: 0.933, Loss: 0.115
Epoch 15 Batch 128/538 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.094
Epoch 15 Batch 129/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.092
Epoch 15 Batch 130/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.087
Epoch 15 Batch 131/538 - Train Accuracy: 0.951, Validation Accuracy: 0.918, Loss: 0.095
Epoch 15 Batch 132/538 - Train Accuracy: 0.909, Validation Accuracy: 0.925, Loss: 0.105
Epoch 15 Batch 133/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.090
Epoch 15 Batch 134/538 - Train Accuracy: 0.907, Validation Accuracy: 0.927, Loss: 0.118
Epoch 15 Batch 135/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.108
Epoch 15 Batch 136/538 - Train Accuracy: 0.935, Validation Accuracy: 0.924, Loss: 0.095
Epoch 15 Batch 137/538 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.114
Epoch 15 Batch 138/538 - Train Accuracy: 0.915, Validation Accuracy: 0.919, Loss: 0.101
Epoch 15 Batch 139/538 - Train Accuracy: 0.913, Validation Accuracy: 0.907, Loss: 0.115
Epoch 15 Batch 140/538 - Train Accuracy: 0.920, Validation Accuracy: 0.912, Loss: 0.116
Epoch 15 Batch 141/538 - Train Accuracy: 0.936, Validation Accuracy: 0.915, Loss: 0.099
Epoch 15 Batch 142/538 - Train Accuracy: 0.935, Validation Accuracy: 0.910, Loss: 0.090
Epoch 15 Batch 143/538 - Train Accuracy: 0.928, Validation Accuracy: 0.909, Loss: 0.112
Epoch 15 Batch 144/538 - Train Accuracy: 0.929, Validation Accuracy: 0.904, Loss: 0.106
Epoch 15 Batch 145/538 - Train Accuracy: 0.924, Validation Accuracy: 0.915, Loss: 0.113
Epoch 15 Batch 146/538 - Train Accuracy: 0.924, Validation Accuracy: 0.912, Loss: 0.093
Epoch 15 Batch 147/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.099
Epoch 15 Batch 148/538 - Train Accuracy: 0.912, Validation Accuracy: 0.921, Loss: 0.123
Epoch 15 Batch 149/538 - Train Accuracy: 0.948, Validation Accuracy: 0.916, Loss: 0.096
Epoch 15 Batch 150/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.091
Epoch 15 Batch 151/538 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.108
Epoch 15 Batch 152/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.107
Epoch 15 Batch 153/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.106
Epoch 15 Batch 154/538 - Train Accuracy: 0.931, Validation Accuracy: 0.924, Loss: 0.095
Epoch 15 Batch 155/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.102
Epoch 15 Batch 156/538 - Train Accuracy: 0.945, Validation Accuracy: 0.926, Loss: 0.093
Epoch 15 Batch 157/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.096
Epoch 15 Batch 158/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.102
Epoch 15 Batch 159/538 - Train Accuracy: 0.923, Validation Accuracy: 0.927, Loss: 0.097
Epoch 15 Batch 160/538 - Train Accuracy: 0.914, Validation Accuracy: 0.928, Loss: 0.098
Epoch 15 Batch 161/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.094
Epoch 15 Batch 162/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.106
Epoch 15 Batch 163/538 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.114
Epoch 15 Batch 164/538 - Train Accuracy: 0.911, Validation Accuracy: 0.928, Loss: 0.107
Epoch 15 Batch 165/538 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.083
Epoch 15 Batch 166/538 - Train Accuracy: 0.953, Validation Accuracy: 0.932, Loss: 0.093
Epoch 15 Batch 167/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.103
Epoch 15 Batch 168/538 - Train Accuracy: 0.897, Validation Accuracy: 0.930, Loss: 0.109
Epoch 15 Batch 169/538 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.089
Epoch 15 Batch 170/538 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.102
Epoch 15 Batch 171/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.102
Epoch 15 Batch 172/538 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.092
Epoch 15 Batch 173/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.084
Epoch 15 Batch 174/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.098
Epoch 15 Batch 175/538 - Train Accuracy: 0.928, Validation Accuracy: 0.919, Loss: 0.087
Epoch 15 Batch 176/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.112
Epoch 15 Batch 177/538 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.109
Epoch 15 Batch 178/538 - Train Accuracy: 0.897, Validation Accuracy: 0.919, Loss: 0.099
Epoch 15 Batch 179/538 - Train Accuracy: 0.948, Validation Accuracy: 0.924, Loss: 0.098
Epoch 15 Batch 180/538 - Train Accuracy: 0.940, Validation Accuracy: 0.920, Loss: 0.097
Epoch 15 Batch 181/538 - Train Accuracy: 0.910, Validation Accuracy: 0.914, Loss: 0.112
Epoch 15 Batch 182/538 - Train Accuracy: 0.931, Validation Accuracy: 0.912, Loss: 0.084
Epoch 15 Batch 183/538 - Train Accuracy: 0.941, Validation Accuracy: 0.914, Loss: 0.089
Epoch 15 Batch 184/538 - Train Accuracy: 0.936, Validation Accuracy: 0.917, Loss: 0.098
Epoch 15 Batch 185/538 - Train Accuracy: 0.947, Validation Accuracy: 0.925, Loss: 0.088
Epoch 15 Batch 186/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.093
Epoch 15 Batch 187/538 - Train Accuracy: 0.922, Validation Accuracy: 0.931, Loss: 0.098
Epoch 15 Batch 188/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.089
Epoch 15 Batch 189/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.100
Epoch 15 Batch 190/538 - Train Accuracy: 0.919, Validation Accuracy: 0.937, Loss: 0.117
Epoch 15 Batch 191/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.094
Epoch 15 Batch 192/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.092
Epoch 15 Batch 193/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.092
Epoch 15 Batch 194/538 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.109
Epoch 15 Batch 195/538 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.095
Epoch 15 Batch 196/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.089
Epoch 15 Batch 197/538 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.103
Epoch 15 Batch 198/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.093
Epoch 15 Batch 199/538 - Train Accuracy: 0.911, Validation Accuracy: 0.932, Loss: 0.097
Epoch 15 Batch 200/538 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.092
Epoch 15 Batch 201/538 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.109
Epoch 15 Batch 202/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.088
Epoch 15 Batch 203/538 - Train Accuracy: 0.923, Validation Accuracy: 0.934, Loss: 0.115
Epoch 15 Batch 204/538 - Train Accuracy: 0.919, Validation Accuracy: 0.931, Loss: 0.118
Epoch 15 Batch 205/538 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.090
Epoch 15 Batch 206/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.101
Epoch 15 Batch 207/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.096
Epoch 15 Batch 208/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.102
Epoch 15 Batch 209/538 - Train Accuracy: 0.953, Validation Accuracy: 0.931, Loss: 0.095
Epoch 15 Batch 210/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.108
Epoch 15 Batch 211/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.097
Epoch 15 Batch 212/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.103
Epoch 15 Batch 213/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.085
Epoch 15 Batch 214/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.097
Epoch 15 Batch 215/538 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.096
Epoch 15 Batch 216/538 - Train Accuracy: 0.951, Validation Accuracy: 0.925, Loss: 0.097
Epoch 15 Batch 217/538 - Train Accuracy: 0.918, Validation Accuracy: 0.919, Loss: 0.102
Epoch 15 Batch 218/538 - Train Accuracy: 0.929, Validation Accuracy: 0.916, Loss: 0.095
Epoch 15 Batch 219/538 - Train Accuracy: 0.901, Validation Accuracy: 0.920, Loss: 0.111
Epoch 15 Batch 220/538 - Train Accuracy: 0.909, Validation Accuracy: 0.919, Loss: 0.101
Epoch 15 Batch 221/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.090
Epoch 15 Batch 222/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.084
Epoch 15 Batch 223/538 - Train Accuracy: 0.903, Validation Accuracy: 0.921, Loss: 0.111
Epoch 15 Batch 224/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.117
Epoch 15 Batch 225/538 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.109
Epoch 15 Batch 226/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.095
Epoch 15 Batch 227/538 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.093
Epoch 15 Batch 228/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.096
Epoch 15 Batch 229/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.097
Epoch 15 Batch 230/538 - Train Accuracy: 0.921, Validation Accuracy: 0.935, Loss: 0.101
Epoch 15 Batch 231/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.095
Epoch 15 Batch 232/538 - Train Accuracy: 0.922, Validation Accuracy: 0.945, Loss: 0.105
Epoch 15 Batch 233/538 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.095
Epoch 15 Batch 234/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.099
Epoch 15 Batch 235/538 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.085
Epoch 15 Batch 236/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.102
Epoch 15 Batch 237/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.092
Epoch 15 Batch 238/538 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.090
Epoch 15 Batch 239/538 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.091
Epoch 15 Batch 240/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.101
Epoch 15 Batch 241/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.116
Epoch 15 Batch 242/538 - Train Accuracy: 0.955, Validation Accuracy: 0.931, Loss: 0.098
Epoch 15 Batch 243/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.085
Epoch 15 Batch 244/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.085
Epoch 15 Batch 245/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.103
Epoch 15 Batch 246/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.095
Epoch 15 Batch 247/538 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.086
Epoch 15 Batch 248/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.112
Epoch 15 Batch 249/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.084
Epoch 15 Batch 250/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.098
Epoch 15 Batch 251/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.093
Epoch 15 Batch 252/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.093
Epoch 15 Batch 253/538 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.100
Epoch 15 Batch 254/538 - Train Accuracy: 0.915, Validation Accuracy: 0.917, Loss: 0.106
Epoch 15 Batch 255/538 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.092
Epoch 15 Batch 256/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.109
Epoch 15 Batch 257/538 - Train Accuracy: 0.948, Validation Accuracy: 0.917, Loss: 0.095
Epoch 15 Batch 258/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.091
Epoch 15 Batch 259/538 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.091
Epoch 15 Batch 260/538 - Train Accuracy: 0.885, Validation Accuracy: 0.915, Loss: 0.106
Epoch 15 Batch 261/538 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.102
Epoch 15 Batch 262/538 - Train Accuracy: 0.939, Validation Accuracy: 0.923, Loss: 0.104
Epoch 15 Batch 263/538 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.091
Epoch 15 Batch 264/538 - Train Accuracy: 0.911, Validation Accuracy: 0.931, Loss: 0.103
Epoch 15 Batch 265/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.104
Epoch 15 Batch 266/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.107
Epoch 15 Batch 267/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.097
Epoch 15 Batch 268/538 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.098
Epoch 15 Batch 269/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.097
Epoch 15 Batch 270/538 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.094
Epoch 15 Batch 271/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.096
Epoch 15 Batch 272/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.105
Epoch 15 Batch 273/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.104
Epoch 15 Batch 274/538 - Train Accuracy: 0.889, Validation Accuracy: 0.928, Loss: 0.105
Epoch 15 Batch 275/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.117
Epoch 15 Batch 276/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.110
Epoch 15 Batch 277/538 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.098
Epoch 15 Batch 278/538 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.091
Epoch 15 Batch 279/538 - Train Accuracy: 0.904, Validation Accuracy: 0.932, Loss: 0.091
Epoch 15 Batch 280/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.095
Epoch 15 Batch 281/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.108
Epoch 15 Batch 282/538 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.108
Epoch 15 Batch 283/538 - Train Accuracy: 0.946, Validation Accuracy: 0.923, Loss: 0.091
Epoch 15 Batch 284/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.110
Epoch 15 Batch 285/538 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.093
Epoch 15 Batch 286/538 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.099
Epoch 15 Batch 287/538 - Train Accuracy: 0.950, Validation Accuracy: 0.926, Loss: 0.084
Epoch 15 Batch 288/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.106
Epoch 15 Batch 289/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.086
Epoch 15 Batch 290/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.084
Epoch 15 Batch 291/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.105
Epoch 15 Batch 292/538 - Train Accuracy: 0.936, Validation Accuracy: 0.930, Loss: 0.085
Epoch 15 Batch 293/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.093
Epoch 15 Batch 294/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.098
Epoch 15 Batch 295/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.098
Epoch 15 Batch 296/538 - Train Accuracy: 0.907, Validation Accuracy: 0.924, Loss: 0.110
Epoch 15 Batch 297/538 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.093
Epoch 15 Batch 298/538 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.095
Epoch 15 Batch 299/538 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.108
Epoch 15 Batch 300/538 - Train Accuracy: 0.918, Validation Accuracy: 0.930, Loss: 0.102
Epoch 15 Batch 301/538 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.101
Epoch 15 Batch 302/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.092
Epoch 15 Batch 303/538 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.088
Epoch 15 Batch 304/538 - Train Accuracy: 0.922, Validation Accuracy: 0.937, Loss: 0.094
Epoch 15 Batch 305/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.097
Epoch 15 Batch 306/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.097
Epoch 15 Batch 307/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.084
Epoch 15 Batch 308/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.093
Epoch 15 Batch 309/538 - Train Accuracy: 0.946, Validation Accuracy: 0.922, Loss: 0.087
Epoch 15 Batch 310/538 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.106
Epoch 15 Batch 311/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.097
Epoch 15 Batch 312/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.082
Epoch 15 Batch 313/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.097
Epoch 15 Batch 314/538 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.090
Epoch 15 Batch 315/538 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.085
Epoch 15 Batch 316/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.084
Epoch 15 Batch 317/538 - Train Accuracy: 0.912, Validation Accuracy: 0.930, Loss: 0.104
Epoch 15 Batch 318/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.090
Epoch 15 Batch 319/538 - Train Accuracy: 0.922, Validation Accuracy: 0.936, Loss: 0.094
Epoch 15 Batch 320/538 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.094
Epoch 15 Batch 321/538 - Train Accuracy: 0.924, Validation Accuracy: 0.939, Loss: 0.088
Epoch 15 Batch 322/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.098
Epoch 15 Batch 323/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.090
Epoch 15 Batch 324/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.100
Epoch 15 Batch 325/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.086
Epoch 15 Batch 326/538 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.108
Epoch 15 Batch 327/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.105
Epoch 15 Batch 328/538 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.086
Epoch 15 Batch 329/538 - Train Accuracy: 0.925, Validation Accuracy: 0.934, Loss: 0.103
Epoch 15 Batch 330/538 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.084
Epoch 15 Batch 331/538 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.088
Epoch 15 Batch 332/538 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.091
Epoch 15 Batch 333/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.093
Epoch 15 Batch 334/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.092
Epoch 15 Batch 335/538 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.085
Epoch 15 Batch 336/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.095
Epoch 15 Batch 337/538 - Train Accuracy: 0.918, Validation Accuracy: 0.941, Loss: 0.095
Epoch 15 Batch 338/538 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.096
Epoch 15 Batch 339/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.092
Epoch 15 Batch 340/538 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.101
Epoch 15 Batch 341/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.084
Epoch 15 Batch 342/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.085
Epoch 15 Batch 343/538 - Train Accuracy: 0.957, Validation Accuracy: 0.933, Loss: 0.102
Epoch 15 Batch 344/538 - Train Accuracy: 0.960, Validation Accuracy: 0.934, Loss: 0.098
Epoch 15 Batch 345/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.093
Epoch 15 Batch 346/538 - Train Accuracy: 0.912, Validation Accuracy: 0.939, Loss: 0.098
Epoch 15 Batch 347/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.095
Epoch 15 Batch 348/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.090
Epoch 15 Batch 349/538 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.083
Epoch 15 Batch 350/538 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.111
Epoch 15 Batch 351/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.102
Epoch 15 Batch 352/538 - Train Accuracy: 0.920, Validation Accuracy: 0.935, Loss: 0.122
Epoch 15 Batch 353/538 - Train Accuracy: 0.925, Validation Accuracy: 0.934, Loss: 0.103
Epoch 15 Batch 354/538 - Train Accuracy: 0.907, Validation Accuracy: 0.934, Loss: 0.106
Epoch 15 Batch 355/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.115
Epoch 15 Batch 356/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.092
Epoch 15 Batch 357/538 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.091
Epoch 15 Batch 358/538 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.088
Epoch 15 Batch 359/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.097
Epoch 15 Batch 360/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.092
Epoch 15 Batch 361/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.099
Epoch 15 Batch 362/538 - Train Accuracy: 0.942, Validation Accuracy: 0.924, Loss: 0.088
Epoch 15 Batch 363/538 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.094
Epoch 15 Batch 364/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.111
Epoch 15 Batch 365/538 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.089
Epoch 15 Batch 366/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.099
Epoch 15 Batch 367/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.079
Epoch 15 Batch 368/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.090
Epoch 15 Batch 369/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.088
Epoch 15 Batch 370/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.096
Epoch 15 Batch 371/538 - Train Accuracy: 0.950, Validation Accuracy: 0.929, Loss: 0.097
Epoch 15 Batch 372/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.096
Epoch 15 Batch 373/538 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.084
Epoch 15 Batch 374/538 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.099
Epoch 15 Batch 375/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.093
Epoch 15 Batch 376/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.102
Epoch 15 Batch 377/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.091
Epoch 15 Batch 378/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.084
Epoch 15 Batch 379/538 - Train Accuracy: 0.926, Validation Accuracy: 0.932, Loss: 0.095
Epoch 15 Batch 380/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.091
Epoch 15 Batch 381/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.082
Epoch 15 Batch 382/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.097
Epoch 15 Batch 383/538 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.098
Epoch 15 Batch 384/538 - Train Accuracy: 0.926, Validation Accuracy: 0.939, Loss: 0.096
Epoch 15 Batch 385/538 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.097
Epoch 15 Batch 386/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.093
Epoch 15 Batch 387/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.091
Epoch 15 Batch 388/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.094
Epoch 15 Batch 389/538 - Train Accuracy: 0.912, Validation Accuracy: 0.936, Loss: 0.108
Epoch 15 Batch 390/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.075
Epoch 15 Batch 391/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.095
Epoch 15 Batch 392/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.085
Epoch 15 Batch 393/538 - Train Accuracy: 0.948, Validation Accuracy: 0.928, Loss: 0.091
Epoch 15 Batch 394/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.099
Epoch 15 Batch 395/538 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.109
Epoch 15 Batch 396/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.095
Epoch 15 Batch 397/538 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.103
Epoch 15 Batch 398/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.089
Epoch 15 Batch 399/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.095
Epoch 15 Batch 400/538 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.107
Epoch 15 Batch 401/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.101
Epoch 15 Batch 402/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.093
Epoch 15 Batch 403/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.084
Epoch 15 Batch 404/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.105
Epoch 15 Batch 405/538 - Train Accuracy: 0.940, Validation Accuracy: 0.924, Loss: 0.091
Epoch 15 Batch 406/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.104
Epoch 15 Batch 407/538 - Train Accuracy: 0.946, Validation Accuracy: 0.926, Loss: 0.101
Epoch 15 Batch 408/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.098
Epoch 15 Batch 409/538 - Train Accuracy: 0.911, Validation Accuracy: 0.928, Loss: 0.097
Epoch 15 Batch 410/538 - Train Accuracy: 0.945, Validation Accuracy: 0.927, Loss: 0.095
Epoch 15 Batch 411/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.094
Epoch 15 Batch 412/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.090
Epoch 15 Batch 413/538 - Train Accuracy: 0.952, Validation Accuracy: 0.926, Loss: 0.082
Epoch 15 Batch 414/538 - Train Accuracy: 0.905, Validation Accuracy: 0.934, Loss: 0.114
Epoch 15 Batch 415/538 - Train Accuracy: 0.915, Validation Accuracy: 0.926, Loss: 0.097
Epoch 15 Batch 416/538 - Train Accuracy: 0.948, Validation Accuracy: 0.922, Loss: 0.092
Epoch 15 Batch 417/538 - Train Accuracy: 0.946, Validation Accuracy: 0.917, Loss: 0.098
Epoch 15 Batch 418/538 - Train Accuracy: 0.949, Validation Accuracy: 0.920, Loss: 0.106
Epoch 15 Batch 419/538 - Train Accuracy: 0.940, Validation Accuracy: 0.923, Loss: 0.084
Epoch 15 Batch 420/538 - Train Accuracy: 0.941, Validation Accuracy: 0.914, Loss: 0.083
Epoch 15 Batch 421/538 - Train Accuracy: 0.940, Validation Accuracy: 0.917, Loss: 0.082
Epoch 15 Batch 422/538 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.103
Epoch 15 Batch 423/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.097
Epoch 15 Batch 424/538 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.102
Epoch 15 Batch 425/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.109
Epoch 15 Batch 426/538 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.093
Epoch 15 Batch 427/538 - Train Accuracy: 0.916, Validation Accuracy: 0.937, Loss: 0.103
Epoch 15 Batch 428/538 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.091
Epoch 15 Batch 429/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.094
Epoch 15 Batch 430/538 - Train Accuracy: 0.935, Validation Accuracy: 0.937, Loss: 0.085
Epoch 15 Batch 431/538 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.086
Epoch 15 Batch 432/538 - Train Accuracy: 0.931, Validation Accuracy: 0.943, Loss: 0.106
Epoch 15 Batch 433/538 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.120
Epoch 15 Batch 434/538 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.097
Epoch 15 Batch 435/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.093
Epoch 15 Batch 436/538 - Train Accuracy: 0.910, Validation Accuracy: 0.928, Loss: 0.107
Epoch 15 Batch 437/538 - Train Accuracy: 0.939, Validation Accuracy: 0.915, Loss: 0.100
Epoch 15 Batch 438/538 - Train Accuracy: 0.930, Validation Accuracy: 0.920, Loss: 0.082
Epoch 15 Batch 439/538 - Train Accuracy: 0.951, Validation Accuracy: 0.925, Loss: 0.090
Epoch 15 Batch 440/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.095
Epoch 15 Batch 441/538 - Train Accuracy: 0.918, Validation Accuracy: 0.938, Loss: 0.116
Epoch 15 Batch 442/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.077
Epoch 15 Batch 443/538 - Train Accuracy: 0.908, Validation Accuracy: 0.935, Loss: 0.093
Epoch 15 Batch 444/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.091
Epoch 15 Batch 445/538 - Train Accuracy: 0.946, Validation Accuracy: 0.929, Loss: 0.076
Epoch 15 Batch 446/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.093
Epoch 15 Batch 447/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.098
Epoch 15 Batch 448/538 - Train Accuracy: 0.914, Validation Accuracy: 0.917, Loss: 0.087
Epoch 15 Batch 449/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.105
Epoch 15 Batch 450/538 - Train Accuracy: 0.917, Validation Accuracy: 0.936, Loss: 0.112
Epoch 15 Batch 451/538 - Train Accuracy: 0.914, Validation Accuracy: 0.937, Loss: 0.086
Epoch 15 Batch 452/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.084
Epoch 15 Batch 453/538 - Train Accuracy: 0.940, Validation Accuracy: 0.939, Loss: 0.099
Epoch 15 Batch 454/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.092
Epoch 15 Batch 455/538 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.091
Epoch 15 Batch 456/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.108
Epoch 15 Batch 457/538 - Train Accuracy: 0.910, Validation Accuracy: 0.939, Loss: 0.097
Epoch 15 Batch 458/538 - Train Accuracy: 0.946, Validation Accuracy: 0.929, Loss: 0.087
Epoch 15 Batch 459/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.093
Epoch 15 Batch 460/538 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.096
Epoch 15 Batch 461/538 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.100
Epoch 15 Batch 462/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.094
Epoch 15 Batch 463/538 - Train Accuracy: 0.909, Validation Accuracy: 0.941, Loss: 0.114
Epoch 15 Batch 464/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.089
Epoch 15 Batch 465/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.091
Epoch 15 Batch 466/538 - Train Accuracy: 0.912, Validation Accuracy: 0.934, Loss: 0.099
Epoch 15 Batch 467/538 - Train Accuracy: 0.941, Validation Accuracy: 0.928, Loss: 0.093
Epoch 15 Batch 468/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.108
Epoch 15 Batch 469/538 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.097
Epoch 15 Batch 470/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.095
Epoch 15 Batch 471/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.090
Epoch 15 Batch 472/538 - Train Accuracy: 0.967, Validation Accuracy: 0.937, Loss: 0.086
Epoch 15 Batch 473/538 - Train Accuracy: 0.900, Validation Accuracy: 0.935, Loss: 0.103
Epoch 15 Batch 474/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.091
Epoch 15 Batch 475/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.082
Epoch 15 Batch 476/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.092
Epoch 15 Batch 477/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.114
Epoch 15 Batch 478/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.083
Epoch 15 Batch 479/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.092
Epoch 15 Batch 480/538 - Train Accuracy: 0.926, Validation Accuracy: 0.921, Loss: 0.096
Epoch 15 Batch 481/538 - Train Accuracy: 0.946, Validation Accuracy: 0.922, Loss: 0.094
Epoch 15 Batch 482/538 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.082
Epoch 15 Batch 483/538 - Train Accuracy: 0.891, Validation Accuracy: 0.918, Loss: 0.102
Epoch 15 Batch 484/538 - Train Accuracy: 0.937, Validation Accuracy: 0.916, Loss: 0.113
Epoch 15 Batch 485/538 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.091
Epoch 15 Batch 486/538 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.084
Epoch 15 Batch 487/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.085
Epoch 15 Batch 488/538 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.095
Epoch 15 Batch 489/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.088
Epoch 15 Batch 490/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.092
Epoch 15 Batch 491/538 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.094
Epoch 15 Batch 492/538 - Train Accuracy: 0.927, Validation Accuracy: 0.918, Loss: 0.087
Epoch 15 Batch 493/538 - Train Accuracy: 0.911, Validation Accuracy: 0.920, Loss: 0.094
Epoch 15 Batch 494/538 - Train Accuracy: 0.921, Validation Accuracy: 0.921, Loss: 0.105
Epoch 15 Batch 495/538 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.093
Epoch 15 Batch 496/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.078
Epoch 15 Batch 497/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.090
Epoch 15 Batch 498/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.080
Epoch 15 Batch 499/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.089
Epoch 15 Batch 500/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.077
Epoch 15 Batch 501/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.094
Epoch 15 Batch 502/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.087
Epoch 15 Batch 503/538 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.090
Epoch 15 Batch 504/538 - Train Accuracy: 0.953, Validation Accuracy: 0.927, Loss: 0.084
Epoch 15 Batch 505/538 - Train Accuracy: 0.948, Validation Accuracy: 0.919, Loss: 0.084
Epoch 15 Batch 506/538 - Train Accuracy: 0.925, Validation Accuracy: 0.921, Loss: 0.087
Epoch 15 Batch 507/538 - Train Accuracy: 0.911, Validation Accuracy: 0.923, Loss: 0.116
Epoch 15 Batch 508/538 - Train Accuracy: 0.918, Validation Accuracy: 0.930, Loss: 0.084
Epoch 15 Batch 509/538 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.096
Epoch 15 Batch 510/538 - Train Accuracy: 0.928, Validation Accuracy: 0.940, Loss: 0.090
Epoch 15 Batch 511/538 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.086
Epoch 15 Batch 512/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.101
Epoch 15 Batch 513/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.091
Epoch 15 Batch 514/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.096
Epoch 15 Batch 515/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.105
Epoch 15 Batch 516/538 - Train Accuracy: 0.910, Validation Accuracy: 0.926, Loss: 0.099
Epoch 15 Batch 517/538 - Train Accuracy: 0.943, Validation Accuracy: 0.920, Loss: 0.095
Epoch 15 Batch 518/538 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.100
Epoch 15 Batch 519/538 - Train Accuracy: 0.925, Validation Accuracy: 0.919, Loss: 0.093
Epoch 15 Batch 520/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.098
Epoch 15 Batch 521/538 - Train Accuracy: 0.918, Validation Accuracy: 0.927, Loss: 0.107
Epoch 15 Batch 522/538 - Train Accuracy: 0.941, Validation Accuracy: 0.925, Loss: 0.087
Epoch 15 Batch 523/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.085
Epoch 15 Batch 524/538 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.083
Epoch 15 Batch 525/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.100
Epoch 15 Batch 526/538 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.107
Epoch 15 Batch 527/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.095
Epoch 15 Batch 528/538 - Train Accuracy: 0.910, Validation Accuracy: 0.940, Loss: 0.098
Epoch 15 Batch 529/538 - Train Accuracy: 0.908, Validation Accuracy: 0.938, Loss: 0.102
Epoch 15 Batch 530/538 - Train Accuracy: 0.911, Validation Accuracy: 0.939, Loss: 0.099
Epoch 15 Batch 531/538 - Train Accuracy: 0.917, Validation Accuracy: 0.936, Loss: 0.104
Epoch 15 Batch 532/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.082
Epoch 15 Batch 533/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.100
Epoch 15 Batch 534/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.088
Epoch 15 Batch 535/538 - Train Accuracy: 0.927, Validation Accuracy: 0.939, Loss: 0.090
Epoch 15 Batch 536/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.107
Epoch 16 Batch 0/538 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.092
Epoch 16 Batch 1/538 - Train Accuracy: 0.955, Validation Accuracy: 0.929, Loss: 0.096
Epoch 16 Batch 2/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.113
Epoch 16 Batch 3/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.091
Epoch 16 Batch 4/538 - Train Accuracy: 0.921, Validation Accuracy: 0.939, Loss: 0.095
Epoch 16 Batch 5/538 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.099
Epoch 16 Batch 6/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.089
Epoch 16 Batch 7/538 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.085
Epoch 16 Batch 8/538 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.095
Epoch 16 Batch 9/538 - Train Accuracy: 0.913, Validation Accuracy: 0.933, Loss: 0.095
Epoch 16 Batch 10/538 - Train Accuracy: 0.923, Validation Accuracy: 0.929, Loss: 0.106
Epoch 16 Batch 11/538 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.094
Epoch 16 Batch 12/538 - Train Accuracy: 0.950, Validation Accuracy: 0.929, Loss: 0.098
Epoch 16 Batch 13/538 - Train Accuracy: 0.946, Validation Accuracy: 0.927, Loss: 0.088
Epoch 16 Batch 14/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.102
Epoch 16 Batch 15/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.096
Epoch 16 Batch 16/538 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.094
Epoch 16 Batch 17/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.097
Epoch 16 Batch 18/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.103
Epoch 16 Batch 19/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.094
Epoch 16 Batch 20/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.094
Epoch 16 Batch 21/538 - Train Accuracy: 0.952, Validation Accuracy: 0.931, Loss: 0.080
Epoch 16 Batch 22/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.099
Epoch 16 Batch 23/538 - Train Accuracy: 0.907, Validation Accuracy: 0.923, Loss: 0.104
Epoch 16 Batch 24/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.092
Epoch 16 Batch 25/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.095
Epoch 16 Batch 26/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.101
Epoch 16 Batch 27/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.078
Epoch 16 Batch 28/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.085
Epoch 16 Batch 29/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.090
Epoch 16 Batch 30/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.106
Epoch 16 Batch 31/538 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.072
Epoch 16 Batch 32/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.079
Epoch 16 Batch 33/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.092
Epoch 16 Batch 34/538 - Train Accuracy: 0.914, Validation Accuracy: 0.933, Loss: 0.097
Epoch 16 Batch 35/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.085
Epoch 16 Batch 36/538 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.090
Epoch 16 Batch 37/538 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.099
Epoch 16 Batch 38/538 - Train Accuracy: 0.918, Validation Accuracy: 0.930, Loss: 0.097
Epoch 16 Batch 39/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.082
Epoch 16 Batch 40/538 - Train Accuracy: 0.945, Validation Accuracy: 0.929, Loss: 0.083
Epoch 16 Batch 41/538 - Train Accuracy: 0.944, Validation Accuracy: 0.937, Loss: 0.083
Epoch 16 Batch 42/538 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.089
Epoch 16 Batch 43/538 - Train Accuracy: 0.914, Validation Accuracy: 0.941, Loss: 0.120
Epoch 16 Batch 44/538 - Train Accuracy: 0.919, Validation Accuracy: 0.939, Loss: 0.103
Epoch 16 Batch 45/538 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.084
Epoch 16 Batch 46/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.078
Epoch 16 Batch 47/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.095
Epoch 16 Batch 48/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.099
Epoch 16 Batch 49/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.096
Epoch 16 Batch 50/538 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.083
Epoch 16 Batch 51/538 - Train Accuracy: 0.907, Validation Accuracy: 0.936, Loss: 0.098
Epoch 16 Batch 52/538 - Train Accuracy: 0.917, Validation Accuracy: 0.935, Loss: 0.096
Epoch 16 Batch 53/538 - Train Accuracy: 0.908, Validation Accuracy: 0.929, Loss: 0.088
Epoch 16 Batch 54/538 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.083
Epoch 16 Batch 55/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.085
Epoch 16 Batch 56/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.094
Epoch 16 Batch 57/538 - Train Accuracy: 0.894, Validation Accuracy: 0.930, Loss: 0.104
Epoch 16 Batch 58/538 - Train Accuracy: 0.904, Validation Accuracy: 0.933, Loss: 0.101
Epoch 16 Batch 59/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.096
Epoch 16 Batch 60/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.087
Epoch 16 Batch 61/538 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.098
Epoch 16 Batch 62/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.090
Epoch 16 Batch 63/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.087
Epoch 16 Batch 64/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.090
Epoch 16 Batch 65/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.094
Epoch 16 Batch 66/538 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.078
Epoch 16 Batch 67/538 - Train Accuracy: 0.942, Validation Accuracy: 0.924, Loss: 0.092
Epoch 16 Batch 68/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.079
Epoch 16 Batch 69/538 - Train Accuracy: 0.943, Validation Accuracy: 0.929, Loss: 0.099
Epoch 16 Batch 70/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.088
Epoch 16 Batch 71/538 - Train Accuracy: 0.923, Validation Accuracy: 0.941, Loss: 0.102
Epoch 16 Batch 72/538 - Train Accuracy: 0.925, Validation Accuracy: 0.940, Loss: 0.118
Epoch 16 Batch 73/538 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.098
Epoch 16 Batch 74/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.085
Epoch 16 Batch 75/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.093
Epoch 16 Batch 76/538 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.097
Epoch 16 Batch 77/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.087
Epoch 16 Batch 78/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.096
Epoch 16 Batch 79/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.079
Epoch 16 Batch 80/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.098
Epoch 16 Batch 81/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.092
Epoch 16 Batch 82/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.097
Epoch 16 Batch 83/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.106
Epoch 16 Batch 84/538 - Train Accuracy: 0.922, Validation Accuracy: 0.922, Loss: 0.097
Epoch 16 Batch 85/538 - Train Accuracy: 0.939, Validation Accuracy: 0.917, Loss: 0.083
Epoch 16 Batch 86/538 - Train Accuracy: 0.941, Validation Accuracy: 0.911, Loss: 0.085
Epoch 16 Batch 87/538 - Train Accuracy: 0.922, Validation Accuracy: 0.910, Loss: 0.103
Epoch 16 Batch 88/538 - Train Accuracy: 0.958, Validation Accuracy: 0.909, Loss: 0.099
Epoch 16 Batch 89/538 - Train Accuracy: 0.943, Validation Accuracy: 0.913, Loss: 0.087
Epoch 16 Batch 90/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.109
Epoch 16 Batch 91/538 - Train Accuracy: 0.932, Validation Accuracy: 0.922, Loss: 0.086
Epoch 16 Batch 92/538 - Train Accuracy: 0.939, Validation Accuracy: 0.918, Loss: 0.099
Epoch 16 Batch 93/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.082
Epoch 16 Batch 94/538 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.085
Epoch 16 Batch 95/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.086
Epoch 16 Batch 96/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.079
Epoch 16 Batch 97/538 - Train Accuracy: 0.951, Validation Accuracy: 0.929, Loss: 0.086
Epoch 16 Batch 98/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.094
Epoch 16 Batch 99/538 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.081
Epoch 16 Batch 100/538 - Train Accuracy: 0.951, Validation Accuracy: 0.929, Loss: 0.080
Epoch 16 Batch 101/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.108
Epoch 16 Batch 102/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.103
Epoch 16 Batch 103/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.093
Epoch 16 Batch 104/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.093
Epoch 16 Batch 105/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.075
Epoch 16 Batch 106/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.087
Epoch 16 Batch 107/538 - Train Accuracy: 0.915, Validation Accuracy: 0.928, Loss: 0.117
Epoch 16 Batch 108/538 - Train Accuracy: 0.950, Validation Accuracy: 0.929, Loss: 0.087
Epoch 16 Batch 109/538 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.082
Epoch 16 Batch 110/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.087
Epoch 16 Batch 111/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.090
Epoch 16 Batch 112/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.097
Epoch 16 Batch 113/538 - Train Accuracy: 0.903, Validation Accuracy: 0.919, Loss: 0.096
Epoch 16 Batch 114/538 - Train Accuracy: 0.929, Validation Accuracy: 0.916, Loss: 0.097
Epoch 16 Batch 115/538 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.107
Epoch 16 Batch 116/538 - Train Accuracy: 0.904, Validation Accuracy: 0.910, Loss: 0.104
Epoch 16 Batch 117/538 - Train Accuracy: 0.916, Validation Accuracy: 0.912, Loss: 0.095
Epoch 16 Batch 118/538 - Train Accuracy: 0.938, Validation Accuracy: 0.923, Loss: 0.089
Epoch 16 Batch 119/538 - Train Accuracy: 0.947, Validation Accuracy: 0.927, Loss: 0.081
Epoch 16 Batch 120/538 - Train Accuracy: 0.951, Validation Accuracy: 0.930, Loss: 0.073
Epoch 16 Batch 121/538 - Train Accuracy: 0.923, Validation Accuracy: 0.937, Loss: 0.102
Epoch 16 Batch 122/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.089
Epoch 16 Batch 123/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.096
Epoch 16 Batch 124/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.081
Epoch 16 Batch 125/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.096
Epoch 16 Batch 126/538 - Train Accuracy: 0.913, Validation Accuracy: 0.919, Loss: 0.096
Epoch 16 Batch 127/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.110
Epoch 16 Batch 128/538 - Train Accuracy: 0.947, Validation Accuracy: 0.926, Loss: 0.094
Epoch 16 Batch 129/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.084
Epoch 16 Batch 130/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.085
Epoch 16 Batch 131/538 - Train Accuracy: 0.945, Validation Accuracy: 0.929, Loss: 0.085
Epoch 16 Batch 132/538 - Train Accuracy: 0.921, Validation Accuracy: 0.931, Loss: 0.093
Epoch 16 Batch 133/538 - Train Accuracy: 0.921, Validation Accuracy: 0.931, Loss: 0.089
Epoch 16 Batch 134/538 - Train Accuracy: 0.901, Validation Accuracy: 0.940, Loss: 0.113
Epoch 16 Batch 135/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.114
Epoch 16 Batch 136/538 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.096
Epoch 16 Batch 137/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.122
Epoch 16 Batch 138/538 - Train Accuracy: 0.920, Validation Accuracy: 0.920, Loss: 0.104
Epoch 16 Batch 139/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.107
Epoch 16 Batch 140/538 - Train Accuracy: 0.913, Validation Accuracy: 0.915, Loss: 0.112
Epoch 16 Batch 141/538 - Train Accuracy: 0.938, Validation Accuracy: 0.912, Loss: 0.099
Epoch 16 Batch 142/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.093
Epoch 16 Batch 143/538 - Train Accuracy: 0.938, Validation Accuracy: 0.924, Loss: 0.098
Epoch 16 Batch 144/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.100
Epoch 16 Batch 145/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.107
Epoch 16 Batch 146/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.091
Epoch 16 Batch 147/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.098
Epoch 16 Batch 148/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.118
Epoch 16 Batch 149/538 - Train Accuracy: 0.948, Validation Accuracy: 0.920, Loss: 0.097
Epoch 16 Batch 150/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.087
Epoch 16 Batch 151/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.103
Epoch 16 Batch 152/538 - Train Accuracy: 0.948, Validation Accuracy: 0.923, Loss: 0.095
Epoch 16 Batch 153/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.096
Epoch 16 Batch 154/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.086
Epoch 16 Batch 155/538 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.095
Epoch 16 Batch 156/538 - Train Accuracy: 0.960, Validation Accuracy: 0.923, Loss: 0.084
Epoch 16 Batch 157/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.089
Epoch 16 Batch 158/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.096
Epoch 16 Batch 159/538 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.103
Epoch 16 Batch 160/538 - Train Accuracy: 0.922, Validation Accuracy: 0.922, Loss: 0.081
Epoch 16 Batch 161/538 - Train Accuracy: 0.930, Validation Accuracy: 0.922, Loss: 0.092
Epoch 16 Batch 162/538 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.092
Epoch 16 Batch 163/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.107
Epoch 16 Batch 164/538 - Train Accuracy: 0.912, Validation Accuracy: 0.941, Loss: 0.102
Epoch 16 Batch 165/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.079
Epoch 16 Batch 166/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.080
Epoch 16 Batch 167/538 - Train Accuracy: 0.922, Validation Accuracy: 0.942, Loss: 0.113
Epoch 16 Batch 168/538 - Train Accuracy: 0.906, Validation Accuracy: 0.936, Loss: 0.107
Epoch 16 Batch 169/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.084
Epoch 16 Batch 170/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.098
Epoch 16 Batch 171/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.102
Epoch 16 Batch 172/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.093
Epoch 16 Batch 173/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.089
Epoch 16 Batch 174/538 - Train Accuracy: 0.912, Validation Accuracy: 0.927, Loss: 0.084
Epoch 16 Batch 175/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.090
Epoch 16 Batch 176/538 - Train Accuracy: 0.928, Validation Accuracy: 0.922, Loss: 0.107
Epoch 16 Batch 177/538 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.095
Epoch 16 Batch 178/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.098
Epoch 16 Batch 179/538 - Train Accuracy: 0.939, Validation Accuracy: 0.919, Loss: 0.086
Epoch 16 Batch 180/538 - Train Accuracy: 0.945, Validation Accuracy: 0.919, Loss: 0.103
Epoch 16 Batch 181/538 - Train Accuracy: 0.908, Validation Accuracy: 0.925, Loss: 0.113
Epoch 16 Batch 182/538 - Train Accuracy: 0.950, Validation Accuracy: 0.928, Loss: 0.089
Epoch 16 Batch 183/538 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.082
Epoch 16 Batch 184/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.096
Epoch 16 Batch 185/538 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.077
Epoch 16 Batch 186/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.097
Epoch 16 Batch 187/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.091
Epoch 16 Batch 188/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.088
Epoch 16 Batch 189/538 - Train Accuracy: 0.943, Validation Accuracy: 0.929, Loss: 0.098
Epoch 16 Batch 190/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.101
Epoch 16 Batch 191/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.087
Epoch 16 Batch 192/538 - Train Accuracy: 0.946, Validation Accuracy: 0.929, Loss: 0.088
Epoch 16 Batch 193/538 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.080
Epoch 16 Batch 194/538 - Train Accuracy: 0.908, Validation Accuracy: 0.924, Loss: 0.102
Epoch 16 Batch 195/538 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.098
Epoch 16 Batch 196/538 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.086
Epoch 16 Batch 197/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.097
Epoch 16 Batch 198/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.092
Epoch 16 Batch 199/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.100
Epoch 16 Batch 200/538 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.075
Epoch 16 Batch 201/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.097
Epoch 16 Batch 202/538 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.098
Epoch 16 Batch 203/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.103
Epoch 16 Batch 204/538 - Train Accuracy: 0.917, Validation Accuracy: 0.927, Loss: 0.109
Epoch 16 Batch 205/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.084
Epoch 16 Batch 206/538 - Train Accuracy: 0.919, Validation Accuracy: 0.930, Loss: 0.096
Epoch 16 Batch 207/538 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.100
Epoch 16 Batch 208/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.112
Epoch 16 Batch 209/538 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.087
Epoch 16 Batch 210/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.100
Epoch 16 Batch 211/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.102
Epoch 16 Batch 212/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.093
Epoch 16 Batch 213/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.087
Epoch 16 Batch 214/538 - Train Accuracy: 0.938, Validation Accuracy: 0.924, Loss: 0.085
Epoch 16 Batch 215/538 - Train Accuracy: 0.947, Validation Accuracy: 0.921, Loss: 0.097
Epoch 16 Batch 216/538 - Train Accuracy: 0.946, Validation Accuracy: 0.923, Loss: 0.099
Epoch 16 Batch 217/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.096
Epoch 16 Batch 218/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.085
Epoch 16 Batch 219/538 - Train Accuracy: 0.897, Validation Accuracy: 0.926, Loss: 0.116
Epoch 16 Batch 220/538 - Train Accuracy: 0.915, Validation Accuracy: 0.930, Loss: 0.092
Epoch 16 Batch 221/538 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.076
Epoch 16 Batch 222/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.086
Epoch 16 Batch 223/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.101
Epoch 16 Batch 224/538 - Train Accuracy: 0.937, Validation Accuracy: 0.923, Loss: 0.108
Epoch 16 Batch 225/538 - Train Accuracy: 0.949, Validation Accuracy: 0.922, Loss: 0.097
Epoch 16 Batch 226/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.084
Epoch 16 Batch 227/538 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.085
Epoch 16 Batch 228/538 - Train Accuracy: 0.928, Validation Accuracy: 0.939, Loss: 0.090
Epoch 16 Batch 229/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.093
Epoch 16 Batch 230/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.098
Epoch 16 Batch 231/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.091
Epoch 16 Batch 232/538 - Train Accuracy: 0.925, Validation Accuracy: 0.942, Loss: 0.094
Epoch 16 Batch 233/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.095
Epoch 16 Batch 234/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.088
Epoch 16 Batch 235/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.081
Epoch 16 Batch 236/538 - Train Accuracy: 0.928, Validation Accuracy: 0.938, Loss: 0.093
Epoch 16 Batch 237/538 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.082
Epoch 16 Batch 238/538 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.086
Epoch 16 Batch 239/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.096
Epoch 16 Batch 240/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.101
Epoch 16 Batch 241/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.104
Epoch 16 Batch 242/538 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.087
Epoch 16 Batch 243/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.081
Epoch 16 Batch 244/538 - Train Accuracy: 0.914, Validation Accuracy: 0.937, Loss: 0.089
Epoch 16 Batch 245/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.097
Epoch 16 Batch 246/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.079
Epoch 16 Batch 247/538 - Train Accuracy: 0.914, Validation Accuracy: 0.934, Loss: 0.088
Epoch 16 Batch 248/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.085
Epoch 16 Batch 249/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.078
Epoch 16 Batch 250/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.085
Epoch 16 Batch 251/538 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.089
Epoch 16 Batch 252/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.085
Epoch 16 Batch 253/538 - Train Accuracy: 0.917, Validation Accuracy: 0.930, Loss: 0.083
Epoch 16 Batch 254/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.101
Epoch 16 Batch 255/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.084
Epoch 16 Batch 256/538 - Train Accuracy: 0.918, Validation Accuracy: 0.927, Loss: 0.105
Epoch 16 Batch 257/538 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.096
Epoch 16 Batch 258/538 - Train Accuracy: 0.933, Validation Accuracy: 0.919, Loss: 0.093
Epoch 16 Batch 259/538 - Train Accuracy: 0.947, Validation Accuracy: 0.922, Loss: 0.090
Epoch 16 Batch 260/538 - Train Accuracy: 0.893, Validation Accuracy: 0.929, Loss: 0.094
Epoch 16 Batch 261/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.105
Epoch 16 Batch 262/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.090
Epoch 16 Batch 263/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.087
Epoch 16 Batch 264/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.093
Epoch 16 Batch 265/538 - Train Accuracy: 0.931, Validation Accuracy: 0.918, Loss: 0.095
Epoch 16 Batch 266/538 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.094
Epoch 16 Batch 267/538 - Train Accuracy: 0.937, Validation Accuracy: 0.921, Loss: 0.089
Epoch 16 Batch 268/538 - Train Accuracy: 0.927, Validation Accuracy: 0.921, Loss: 0.083
Epoch 16 Batch 269/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.101
Epoch 16 Batch 270/538 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.090
Epoch 16 Batch 271/538 - Train Accuracy: 0.929, Validation Accuracy: 0.917, Loss: 0.081
Epoch 16 Batch 272/538 - Train Accuracy: 0.934, Validation Accuracy: 0.921, Loss: 0.102
Epoch 16 Batch 273/538 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.096
Epoch 16 Batch 274/538 - Train Accuracy: 0.890, Validation Accuracy: 0.918, Loss: 0.105
Epoch 16 Batch 275/538 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.097
Epoch 16 Batch 276/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.106
Epoch 16 Batch 277/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.095
Epoch 16 Batch 278/538 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.099
Epoch 16 Batch 279/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.089
Epoch 16 Batch 280/538 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.087
Epoch 16 Batch 281/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.097
Epoch 16 Batch 282/538 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.102
Epoch 16 Batch 283/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.091
Epoch 16 Batch 284/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.101
Epoch 16 Batch 285/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.084
Epoch 16 Batch 286/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.104
Epoch 16 Batch 287/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.083
Epoch 16 Batch 288/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.094
Epoch 16 Batch 289/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.085
Epoch 16 Batch 290/538 - Train Accuracy: 0.939, Validation Accuracy: 0.946, Loss: 0.079
Epoch 16 Batch 291/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.103
Epoch 16 Batch 292/538 - Train Accuracy: 0.934, Validation Accuracy: 0.946, Loss: 0.073
Epoch 16 Batch 293/538 - Train Accuracy: 0.916, Validation Accuracy: 0.940, Loss: 0.087
Epoch 16 Batch 294/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.101
Epoch 16 Batch 295/538 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.096
Epoch 16 Batch 296/538 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.104
Epoch 16 Batch 297/538 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.099
Epoch 16 Batch 298/538 - Train Accuracy: 0.911, Validation Accuracy: 0.931, Loss: 0.090
Epoch 16 Batch 299/538 - Train Accuracy: 0.927, Validation Accuracy: 0.937, Loss: 0.105
Epoch 16 Batch 300/538 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.096
Epoch 16 Batch 301/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.091
Epoch 16 Batch 302/538 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.082
Epoch 16 Batch 303/538 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.085
Epoch 16 Batch 304/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.097
Epoch 16 Batch 305/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.098
Epoch 16 Batch 306/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.090
Epoch 16 Batch 307/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.082
Epoch 16 Batch 308/538 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.098
Epoch 16 Batch 309/538 - Train Accuracy: 0.951, Validation Accuracy: 0.923, Loss: 0.078
Epoch 16 Batch 310/538 - Train Accuracy: 0.954, Validation Accuracy: 0.929, Loss: 0.099
Epoch 16 Batch 311/538 - Train Accuracy: 0.923, Validation Accuracy: 0.927, Loss: 0.099
Epoch 16 Batch 312/538 - Train Accuracy: 0.939, Validation Accuracy: 0.924, Loss: 0.082
Epoch 16 Batch 313/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.092
Epoch 16 Batch 314/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.085
Epoch 16 Batch 315/538 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.095
Epoch 16 Batch 316/538 - Train Accuracy: 0.937, Validation Accuracy: 0.926, Loss: 0.079
Epoch 16 Batch 317/538 - Train Accuracy: 0.922, Validation Accuracy: 0.927, Loss: 0.107
Epoch 16 Batch 318/538 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.095
Epoch 16 Batch 319/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.090
Epoch 16 Batch 320/538 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.085
Epoch 16 Batch 321/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.091
Epoch 16 Batch 322/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.099
Epoch 16 Batch 323/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.077
Epoch 16 Batch 324/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.103
Epoch 16 Batch 325/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.090
Epoch 16 Batch 326/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.097
Epoch 16 Batch 327/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.098
Epoch 16 Batch 328/538 - Train Accuracy: 0.955, Validation Accuracy: 0.928, Loss: 0.084
Epoch 16 Batch 329/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.093
Epoch 16 Batch 330/538 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.084
Epoch 16 Batch 331/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.086
Epoch 16 Batch 332/538 - Train Accuracy: 0.936, Validation Accuracy: 0.940, Loss: 0.097
Epoch 16 Batch 333/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.090
Epoch 16 Batch 334/538 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.086
Epoch 16 Batch 335/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.088
Epoch 16 Batch 336/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.089
Epoch 16 Batch 337/538 - Train Accuracy: 0.914, Validation Accuracy: 0.946, Loss: 0.099
Epoch 16 Batch 338/538 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.089
Epoch 16 Batch 339/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.074
Epoch 16 Batch 340/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.093
Epoch 16 Batch 341/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.086
Epoch 16 Batch 342/538 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.083
Epoch 16 Batch 343/538 - Train Accuracy: 0.949, Validation Accuracy: 0.935, Loss: 0.096
Epoch 16 Batch 344/538 - Train Accuracy: 0.954, Validation Accuracy: 0.939, Loss: 0.087
Epoch 16 Batch 345/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.089
Epoch 16 Batch 346/538 - Train Accuracy: 0.923, Validation Accuracy: 0.937, Loss: 0.099
Epoch 16 Batch 347/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.095
Epoch 16 Batch 348/538 - Train Accuracy: 0.919, Validation Accuracy: 0.942, Loss: 0.077
Epoch 16 Batch 349/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.093
Epoch 16 Batch 350/538 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.114
Epoch 16 Batch 351/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.096
Epoch 16 Batch 352/538 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.126
Epoch 16 Batch 353/538 - Train Accuracy: 0.920, Validation Accuracy: 0.941, Loss: 0.095
Epoch 16 Batch 354/538 - Train Accuracy: 0.912, Validation Accuracy: 0.938, Loss: 0.097
Epoch 16 Batch 355/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.099
Epoch 16 Batch 356/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.091
Epoch 16 Batch 357/538 - Train Accuracy: 0.955, Validation Accuracy: 0.926, Loss: 0.089
Epoch 16 Batch 358/538 - Train Accuracy: 0.951, Validation Accuracy: 0.932, Loss: 0.094
Epoch 16 Batch 359/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.096
Epoch 16 Batch 360/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.086
Epoch 16 Batch 361/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.093
Epoch 16 Batch 362/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.082
Epoch 16 Batch 363/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.085
Epoch 16 Batch 364/538 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.109
Epoch 16 Batch 365/538 - Train Accuracy: 0.923, Validation Accuracy: 0.929, Loss: 0.087
Epoch 16 Batch 366/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.100
Epoch 16 Batch 367/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.088
Epoch 16 Batch 368/538 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.076
Epoch 16 Batch 369/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.095
Epoch 16 Batch 370/538 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.100
Epoch 16 Batch 371/538 - Train Accuracy: 0.956, Validation Accuracy: 0.934, Loss: 0.085
Epoch 16 Batch 372/538 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.097
Epoch 16 Batch 373/538 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.077
Epoch 16 Batch 374/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.092
Epoch 16 Batch 375/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.092
Epoch 16 Batch 376/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.098
Epoch 16 Batch 377/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.084
Epoch 16 Batch 378/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.080
Epoch 16 Batch 379/538 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.093
Epoch 16 Batch 380/538 - Train Accuracy: 0.951, Validation Accuracy: 0.934, Loss: 0.087
Epoch 16 Batch 381/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.082
Epoch 16 Batch 382/538 - Train Accuracy: 0.922, Validation Accuracy: 0.934, Loss: 0.100
Epoch 16 Batch 383/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.094
Epoch 16 Batch 384/538 - Train Accuracy: 0.917, Validation Accuracy: 0.942, Loss: 0.084
Epoch 16 Batch 385/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.093
Epoch 16 Batch 386/538 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.092
Epoch 16 Batch 387/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.084
Epoch 16 Batch 388/538 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.096
Epoch 16 Batch 389/538 - Train Accuracy: 0.917, Validation Accuracy: 0.938, Loss: 0.104
Epoch 16 Batch 390/538 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.080
Epoch 16 Batch 391/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.085
Epoch 16 Batch 392/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.079
Epoch 16 Batch 393/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.086
Epoch 16 Batch 394/538 - Train Accuracy: 0.919, Validation Accuracy: 0.938, Loss: 0.089
Epoch 16 Batch 395/538 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.107
Epoch 16 Batch 396/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.091
Epoch 16 Batch 397/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.095
Epoch 16 Batch 398/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.091
Epoch 16 Batch 399/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.100
Epoch 16 Batch 400/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.101
Epoch 16 Batch 401/538 - Train Accuracy: 0.933, Validation Accuracy: 0.920, Loss: 0.096
Epoch 16 Batch 402/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.083
Epoch 16 Batch 403/538 - Train Accuracy: 0.944, Validation Accuracy: 0.922, Loss: 0.087
Epoch 16 Batch 404/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.098
Epoch 16 Batch 405/538 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.088
Epoch 16 Batch 406/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.091
Epoch 16 Batch 407/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.084
Epoch 16 Batch 408/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.097
Epoch 16 Batch 409/538 - Train Accuracy: 0.919, Validation Accuracy: 0.930, Loss: 0.087
Epoch 16 Batch 410/538 - Train Accuracy: 0.948, Validation Accuracy: 0.928, Loss: 0.086
Epoch 16 Batch 411/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.089
Epoch 16 Batch 412/538 - Train Accuracy: 0.928, Validation Accuracy: 0.937, Loss: 0.079
Epoch 16 Batch 413/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.087
Epoch 16 Batch 414/538 - Train Accuracy: 0.914, Validation Accuracy: 0.937, Loss: 0.105
Epoch 16 Batch 415/538 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.107
Epoch 16 Batch 416/538 - Train Accuracy: 0.946, Validation Accuracy: 0.927, Loss: 0.082
Epoch 16 Batch 417/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.091
Epoch 16 Batch 418/538 - Train Accuracy: 0.939, Validation Accuracy: 0.917, Loss: 0.096
Epoch 16 Batch 419/538 - Train Accuracy: 0.944, Validation Accuracy: 0.919, Loss: 0.086
Epoch 16 Batch 420/538 - Train Accuracy: 0.942, Validation Accuracy: 0.920, Loss: 0.090
Epoch 16 Batch 421/538 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.083
Epoch 16 Batch 422/538 - Train Accuracy: 0.916, Validation Accuracy: 0.937, Loss: 0.090
Epoch 16 Batch 423/538 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.089
Epoch 16 Batch 424/538 - Train Accuracy: 0.918, Validation Accuracy: 0.935, Loss: 0.096
Epoch 16 Batch 425/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.111
Epoch 16 Batch 426/538 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.095
Epoch 16 Batch 427/538 - Train Accuracy: 0.920, Validation Accuracy: 0.937, Loss: 0.097
Epoch 16 Batch 428/538 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.091
Epoch 16 Batch 429/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.090
Epoch 16 Batch 430/538 - Train Accuracy: 0.919, Validation Accuracy: 0.938, Loss: 0.097
Epoch 16 Batch 431/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.088
Epoch 16 Batch 432/538 - Train Accuracy: 0.945, Validation Accuracy: 0.934, Loss: 0.096
Epoch 16 Batch 433/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.117
Epoch 16 Batch 434/538 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.092
Epoch 16 Batch 435/538 - Train Accuracy: 0.915, Validation Accuracy: 0.927, Loss: 0.087
Epoch 16 Batch 436/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.090
Epoch 16 Batch 437/538 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.101
Epoch 16 Batch 438/538 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.084
Epoch 16 Batch 439/538 - Train Accuracy: 0.951, Validation Accuracy: 0.924, Loss: 0.090
Epoch 16 Batch 440/538 - Train Accuracy: 0.937, Validation Accuracy: 0.923, Loss: 0.102
Epoch 16 Batch 441/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.100
Epoch 16 Batch 442/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.078
Epoch 16 Batch 443/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.090
Epoch 16 Batch 444/538 - Train Accuracy: 0.945, Validation Accuracy: 0.926, Loss: 0.095
Epoch 16 Batch 445/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.072
Epoch 16 Batch 446/538 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.096
Epoch 16 Batch 447/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.086
Epoch 16 Batch 448/538 - Train Accuracy: 0.918, Validation Accuracy: 0.929, Loss: 0.080
Epoch 16 Batch 449/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.097
Epoch 16 Batch 450/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.097
Epoch 16 Batch 451/538 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.083
Epoch 16 Batch 452/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.090
Epoch 16 Batch 453/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.101
Epoch 16 Batch 454/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.095
Epoch 16 Batch 455/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.096
Epoch 16 Batch 456/538 - Train Accuracy: 0.936, Validation Accuracy: 0.930, Loss: 0.123
Epoch 16 Batch 457/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.089
Epoch 16 Batch 458/538 - Train Accuracy: 0.945, Validation Accuracy: 0.928, Loss: 0.086
Epoch 16 Batch 459/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.090
Epoch 16 Batch 460/538 - Train Accuracy: 0.909, Validation Accuracy: 0.928, Loss: 0.093
Epoch 16 Batch 461/538 - Train Accuracy: 0.954, Validation Accuracy: 0.932, Loss: 0.090
Epoch 16 Batch 462/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.088
Epoch 16 Batch 463/538 - Train Accuracy: 0.921, Validation Accuracy: 0.935, Loss: 0.113
Epoch 16 Batch 464/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.095
Epoch 16 Batch 465/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.080
Epoch 16 Batch 466/538 - Train Accuracy: 0.912, Validation Accuracy: 0.930, Loss: 0.094
Epoch 16 Batch 467/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.099
Epoch 16 Batch 468/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.098
Epoch 16 Batch 469/538 - Train Accuracy: 0.920, Validation Accuracy: 0.939, Loss: 0.101
Epoch 16 Batch 470/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.093
Epoch 16 Batch 471/538 - Train Accuracy: 0.920, Validation Accuracy: 0.937, Loss: 0.084
Epoch 16 Batch 472/538 - Train Accuracy: 0.970, Validation Accuracy: 0.932, Loss: 0.080
Epoch 16 Batch 473/538 - Train Accuracy: 0.896, Validation Accuracy: 0.933, Loss: 0.094
Epoch 16 Batch 474/538 - Train Accuracy: 0.949, Validation Accuracy: 0.932, Loss: 0.080
Epoch 16 Batch 475/538 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.081
Epoch 16 Batch 476/538 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.089
Epoch 16 Batch 477/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.112
Epoch 16 Batch 478/538 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.077
Epoch 16 Batch 479/538 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.084
Epoch 16 Batch 480/538 - Train Accuracy: 0.935, Validation Accuracy: 0.921, Loss: 0.090
Epoch 16 Batch 481/538 - Train Accuracy: 0.943, Validation Accuracy: 0.923, Loss: 0.082
Epoch 16 Batch 482/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.085
Epoch 16 Batch 483/538 - Train Accuracy: 0.880, Validation Accuracy: 0.931, Loss: 0.102
Epoch 16 Batch 484/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.111
Epoch 16 Batch 485/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.100
Epoch 16 Batch 486/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.080
Epoch 16 Batch 487/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.086
Epoch 16 Batch 488/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.087
Epoch 16 Batch 489/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.091
Epoch 16 Batch 490/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.090
Epoch 16 Batch 491/538 - Train Accuracy: 0.911, Validation Accuracy: 0.927, Loss: 0.096
Epoch 16 Batch 492/538 - Train Accuracy: 0.943, Validation Accuracy: 0.921, Loss: 0.093
Epoch 16 Batch 493/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.090
Epoch 16 Batch 494/538 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.104
Epoch 16 Batch 495/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.094
Epoch 16 Batch 496/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.079
Epoch 16 Batch 497/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.085
Epoch 16 Batch 498/538 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.086
Epoch 16 Batch 499/538 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.092
Epoch 16 Batch 500/538 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.078
Epoch 16 Batch 501/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.095
Epoch 16 Batch 502/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.085
Epoch 16 Batch 503/538 - Train Accuracy: 0.951, Validation Accuracy: 0.930, Loss: 0.090
Epoch 16 Batch 504/538 - Train Accuracy: 0.957, Validation Accuracy: 0.924, Loss: 0.079
Epoch 16 Batch 505/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.078
Epoch 16 Batch 506/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.082
Epoch 16 Batch 507/538 - Train Accuracy: 0.909, Validation Accuracy: 0.932, Loss: 0.104
Epoch 16 Batch 508/538 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.082
Epoch 16 Batch 509/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.085
Epoch 16 Batch 510/538 - Train Accuracy: 0.924, Validation Accuracy: 0.925, Loss: 0.086
Epoch 16 Batch 511/538 - Train Accuracy: 0.921, Validation Accuracy: 0.927, Loss: 0.095
Epoch 16 Batch 512/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.094
Epoch 16 Batch 513/538 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.096
Epoch 16 Batch 514/538 - Train Accuracy: 0.951, Validation Accuracy: 0.930, Loss: 0.087
Epoch 16 Batch 515/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.101
Epoch 16 Batch 516/538 - Train Accuracy: 0.908, Validation Accuracy: 0.922, Loss: 0.091
Epoch 16 Batch 517/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.087
Epoch 16 Batch 518/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.093
Epoch 16 Batch 519/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.088
Epoch 16 Batch 520/538 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.089
Epoch 16 Batch 521/538 - Train Accuracy: 0.922, Validation Accuracy: 0.930, Loss: 0.097
Epoch 16 Batch 522/538 - Train Accuracy: 0.923, Validation Accuracy: 0.927, Loss: 0.085
Epoch 16 Batch 523/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.090
Epoch 16 Batch 524/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.092
Epoch 16 Batch 525/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.101
Epoch 16 Batch 526/538 - Train Accuracy: 0.925, Validation Accuracy: 0.934, Loss: 0.091
Epoch 16 Batch 527/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.086
Epoch 16 Batch 528/538 - Train Accuracy: 0.913, Validation Accuracy: 0.936, Loss: 0.091
Epoch 16 Batch 529/538 - Train Accuracy: 0.913, Validation Accuracy: 0.934, Loss: 0.104
Epoch 16 Batch 530/538 - Train Accuracy: 0.924, Validation Accuracy: 0.941, Loss: 0.099
Epoch 16 Batch 531/538 - Train Accuracy: 0.924, Validation Accuracy: 0.943, Loss: 0.098
Epoch 16 Batch 532/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.076
Epoch 16 Batch 533/538 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.089
Epoch 16 Batch 534/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.082
Epoch 16 Batch 535/538 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.092
Epoch 16 Batch 536/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.106
Epoch 17 Batch 0/538 - Train Accuracy: 0.943, Validation Accuracy: 0.923, Loss: 0.083
Epoch 17 Batch 1/538 - Train Accuracy: 0.955, Validation Accuracy: 0.926, Loss: 0.088
Epoch 17 Batch 2/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.102
Epoch 17 Batch 3/538 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.096
Epoch 17 Batch 4/538 - Train Accuracy: 0.913, Validation Accuracy: 0.940, Loss: 0.098
Epoch 17 Batch 5/538 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.095
Epoch 17 Batch 6/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.095
Epoch 17 Batch 7/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.097
Epoch 17 Batch 8/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.087
Epoch 17 Batch 9/538 - Train Accuracy: 0.922, Validation Accuracy: 0.934, Loss: 0.096
Epoch 17 Batch 10/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.095
Epoch 17 Batch 11/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.094
Epoch 17 Batch 12/538 - Train Accuracy: 0.951, Validation Accuracy: 0.932, Loss: 0.098
Epoch 17 Batch 13/538 - Train Accuracy: 0.951, Validation Accuracy: 0.931, Loss: 0.087
Epoch 17 Batch 14/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.086
Epoch 17 Batch 15/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.085
Epoch 17 Batch 16/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.095
Epoch 17 Batch 17/538 - Train Accuracy: 0.939, Validation Accuracy: 0.925, Loss: 0.092
Epoch 17 Batch 18/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.101
Epoch 17 Batch 19/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.100
Epoch 17 Batch 20/538 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.096
Epoch 17 Batch 21/538 - Train Accuracy: 0.949, Validation Accuracy: 0.926, Loss: 0.081
Epoch 17 Batch 22/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.085
Epoch 17 Batch 23/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.102
Epoch 17 Batch 24/538 - Train Accuracy: 0.943, Validation Accuracy: 0.925, Loss: 0.095
Epoch 17 Batch 25/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.087
Epoch 17 Batch 26/538 - Train Accuracy: 0.913, Validation Accuracy: 0.928, Loss: 0.103
Epoch 17 Batch 27/538 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.081
Epoch 17 Batch 28/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.080
Epoch 17 Batch 29/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.079
Epoch 17 Batch 30/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.099
Epoch 17 Batch 31/538 - Train Accuracy: 0.952, Validation Accuracy: 0.927, Loss: 0.073
Epoch 17 Batch 32/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.085
Epoch 17 Batch 33/538 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.090
Epoch 17 Batch 34/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.097
Epoch 17 Batch 35/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.081
Epoch 17 Batch 36/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.077
Epoch 17 Batch 37/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.097
Epoch 17 Batch 38/538 - Train Accuracy: 0.910, Validation Accuracy: 0.937, Loss: 0.098
Epoch 17 Batch 39/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.084
Epoch 17 Batch 40/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.078
Epoch 17 Batch 41/538 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.095
Epoch 17 Batch 42/538 - Train Accuracy: 0.927, Validation Accuracy: 0.939, Loss: 0.088
Epoch 17 Batch 43/538 - Train Accuracy: 0.909, Validation Accuracy: 0.939, Loss: 0.110
Epoch 17 Batch 44/538 - Train Accuracy: 0.913, Validation Accuracy: 0.943, Loss: 0.093
Epoch 17 Batch 45/538 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.079
Epoch 17 Batch 46/538 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.089
Epoch 17 Batch 47/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.094
Epoch 17 Batch 48/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.092
Epoch 17 Batch 49/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.091
Epoch 17 Batch 50/538 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.090
Epoch 17 Batch 51/538 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.109
Epoch 17 Batch 52/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.082
Epoch 17 Batch 53/538 - Train Accuracy: 0.918, Validation Accuracy: 0.938, Loss: 0.083
Epoch 17 Batch 54/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.083
Epoch 17 Batch 55/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.076
Epoch 17 Batch 56/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.089
Epoch 17 Batch 57/538 - Train Accuracy: 0.901, Validation Accuracy: 0.940, Loss: 0.104
Epoch 17 Batch 58/538 - Train Accuracy: 0.909, Validation Accuracy: 0.932, Loss: 0.095
Epoch 17 Batch 59/538 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.102
Epoch 17 Batch 60/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.092
Epoch 17 Batch 61/538 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.084
Epoch 17 Batch 62/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.091
Epoch 17 Batch 63/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.084
Epoch 17 Batch 64/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.092
Epoch 17 Batch 65/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.093
Epoch 17 Batch 66/538 - Train Accuracy: 0.957, Validation Accuracy: 0.932, Loss: 0.084
Epoch 17 Batch 67/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.083
Epoch 17 Batch 68/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.081
Epoch 17 Batch 69/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.089
Epoch 17 Batch 70/538 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.081
Epoch 17 Batch 71/538 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.107
Epoch 17 Batch 72/538 - Train Accuracy: 0.921, Validation Accuracy: 0.942, Loss: 0.114
Epoch 17 Batch 73/538 - Train Accuracy: 0.907, Validation Accuracy: 0.940, Loss: 0.093
Epoch 17 Batch 74/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.092
Epoch 17 Batch 75/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.089
Epoch 17 Batch 76/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.098
Epoch 17 Batch 77/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.088
Epoch 17 Batch 78/538 - Train Accuracy: 0.921, Validation Accuracy: 0.932, Loss: 0.093
Epoch 17 Batch 79/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.075
Epoch 17 Batch 80/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.098
Epoch 17 Batch 81/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.094
Epoch 17 Batch 82/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.091
Epoch 17 Batch 83/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.103
Epoch 17 Batch 84/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.097
Epoch 17 Batch 85/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.076
Epoch 17 Batch 86/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.077
Epoch 17 Batch 87/538 - Train Accuracy: 0.914, Validation Accuracy: 0.929, Loss: 0.100
Epoch 17 Batch 88/538 - Train Accuracy: 0.954, Validation Accuracy: 0.918, Loss: 0.090
Epoch 17 Batch 89/538 - Train Accuracy: 0.954, Validation Accuracy: 0.925, Loss: 0.083
Epoch 17 Batch 90/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.100
Epoch 17 Batch 91/538 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.094
Epoch 17 Batch 92/538 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.091
Epoch 17 Batch 93/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.073
Epoch 17 Batch 94/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.079
Epoch 17 Batch 95/538 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.075
Epoch 17 Batch 96/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.079
Epoch 17 Batch 97/538 - Train Accuracy: 0.950, Validation Accuracy: 0.930, Loss: 0.079
Epoch 17 Batch 98/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.091
Epoch 17 Batch 99/538 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.086
Epoch 17 Batch 100/538 - Train Accuracy: 0.947, Validation Accuracy: 0.924, Loss: 0.072
Epoch 17 Batch 101/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.112
Epoch 17 Batch 102/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.092
Epoch 17 Batch 103/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.086
Epoch 17 Batch 104/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.081
Epoch 17 Batch 105/538 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.078
Epoch 17 Batch 106/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.075
Epoch 17 Batch 107/538 - Train Accuracy: 0.921, Validation Accuracy: 0.921, Loss: 0.098
Epoch 17 Batch 108/538 - Train Accuracy: 0.953, Validation Accuracy: 0.924, Loss: 0.085
Epoch 17 Batch 109/538 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.077
Epoch 17 Batch 110/538 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.092
Epoch 17 Batch 111/538 - Train Accuracy: 0.951, Validation Accuracy: 0.925, Loss: 0.076
Epoch 17 Batch 112/538 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.084
Epoch 17 Batch 113/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.086
Epoch 17 Batch 114/538 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.093
Epoch 17 Batch 115/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.095
Epoch 17 Batch 116/538 - Train Accuracy: 0.936, Validation Accuracy: 0.940, Loss: 0.111
Epoch 17 Batch 117/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.096
Epoch 17 Batch 118/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.082
Epoch 17 Batch 119/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.077
Epoch 17 Batch 120/538 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.071
Epoch 17 Batch 121/538 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.091
Epoch 17 Batch 122/538 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.083
Epoch 17 Batch 123/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.082
Epoch 17 Batch 124/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.074
Epoch 17 Batch 125/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.096
Epoch 17 Batch 126/538 - Train Accuracy: 0.912, Validation Accuracy: 0.938, Loss: 0.086
Epoch 17 Batch 127/538 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.111
Epoch 17 Batch 128/538 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.095
Epoch 17 Batch 129/538 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.080
Epoch 17 Batch 130/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.085
Epoch 17 Batch 131/538 - Train Accuracy: 0.955, Validation Accuracy: 0.938, Loss: 0.088
Epoch 17 Batch 132/538 - Train Accuracy: 0.919, Validation Accuracy: 0.942, Loss: 0.088
Epoch 17 Batch 133/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.084
Epoch 17 Batch 134/538 - Train Accuracy: 0.906, Validation Accuracy: 0.936, Loss: 0.106
Epoch 17 Batch 135/538 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.112
Epoch 17 Batch 136/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.090
Epoch 17 Batch 137/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.098
Epoch 17 Batch 138/538 - Train Accuracy: 0.925, Validation Accuracy: 0.920, Loss: 0.090
Epoch 17 Batch 139/538 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.102
Epoch 17 Batch 140/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.108
Epoch 17 Batch 141/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.089
Epoch 17 Batch 142/538 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.078
Epoch 17 Batch 143/538 - Train Accuracy: 0.940, Validation Accuracy: 0.920, Loss: 0.101
Epoch 17 Batch 144/538 - Train Accuracy: 0.931, Validation Accuracy: 0.918, Loss: 0.096
Epoch 17 Batch 145/538 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.107
Epoch 17 Batch 146/538 - Train Accuracy: 0.936, Validation Accuracy: 0.922, Loss: 0.089
Epoch 17 Batch 147/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.090
Epoch 17 Batch 148/538 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.106
Epoch 17 Batch 149/538 - Train Accuracy: 0.955, Validation Accuracy: 0.919, Loss: 0.092
Epoch 17 Batch 150/538 - Train Accuracy: 0.944, Validation Accuracy: 0.925, Loss: 0.085
Epoch 17 Batch 151/538 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.098
Epoch 17 Batch 152/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.102
Epoch 17 Batch 153/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.096
Epoch 17 Batch 154/538 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.094
Epoch 17 Batch 155/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.098
Epoch 17 Batch 156/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.090
Epoch 17 Batch 157/538 - Train Accuracy: 0.943, Validation Accuracy: 0.925, Loss: 0.088
Epoch 17 Batch 158/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.099
Epoch 17 Batch 159/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.094
Epoch 17 Batch 160/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.083
Epoch 17 Batch 161/538 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.095
Epoch 17 Batch 162/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.094
Epoch 17 Batch 163/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.113
Epoch 17 Batch 164/538 - Train Accuracy: 0.909, Validation Accuracy: 0.933, Loss: 0.108
Epoch 17 Batch 165/538 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.079
Epoch 17 Batch 166/538 - Train Accuracy: 0.964, Validation Accuracy: 0.944, Loss: 0.078
Epoch 17 Batch 167/538 - Train Accuracy: 0.926, Validation Accuracy: 0.940, Loss: 0.101
Epoch 17 Batch 168/538 - Train Accuracy: 0.898, Validation Accuracy: 0.935, Loss: 0.104
Epoch 17 Batch 169/538 - Train Accuracy: 0.950, Validation Accuracy: 0.933, Loss: 0.076
Epoch 17 Batch 170/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.095
Epoch 17 Batch 171/538 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.087
Epoch 17 Batch 172/538 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.086
Epoch 17 Batch 173/538 - Train Accuracy: 0.948, Validation Accuracy: 0.926, Loss: 0.065
Epoch 17 Batch 174/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.086
Epoch 17 Batch 175/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.078
Epoch 17 Batch 176/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.105
Epoch 17 Batch 177/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.092
Epoch 17 Batch 178/538 - Train Accuracy: 0.910, Validation Accuracy: 0.927, Loss: 0.081
Epoch 17 Batch 179/538 - Train Accuracy: 0.956, Validation Accuracy: 0.930, Loss: 0.080
Epoch 17 Batch 180/538 - Train Accuracy: 0.946, Validation Accuracy: 0.929, Loss: 0.087
Epoch 17 Batch 181/538 - Train Accuracy: 0.903, Validation Accuracy: 0.931, Loss: 0.098
Epoch 17 Batch 182/538 - Train Accuracy: 0.947, Validation Accuracy: 0.929, Loss: 0.073
Epoch 17 Batch 183/538 - Train Accuracy: 0.953, Validation Accuracy: 0.925, Loss: 0.084
Epoch 17 Batch 184/538 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.078
Epoch 17 Batch 185/538 - Train Accuracy: 0.952, Validation Accuracy: 0.936, Loss: 0.078
Epoch 17 Batch 186/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.084
Epoch 17 Batch 187/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.087
Epoch 17 Batch 188/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.086
Epoch 17 Batch 189/538 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.085
Epoch 17 Batch 190/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.100
Epoch 17 Batch 191/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.085
Epoch 17 Batch 192/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.094
Epoch 17 Batch 193/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.088
Epoch 17 Batch 194/538 - Train Accuracy: 0.905, Validation Accuracy: 0.926, Loss: 0.101
Epoch 17 Batch 195/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.095
Epoch 17 Batch 196/538 - Train Accuracy: 0.936, Validation Accuracy: 0.930, Loss: 0.082
Epoch 17 Batch 197/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.096
Epoch 17 Batch 198/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.082
Epoch 17 Batch 199/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.098
Epoch 17 Batch 200/538 - Train Accuracy: 0.952, Validation Accuracy: 0.931, Loss: 0.086
Epoch 17 Batch 201/538 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.093
Epoch 17 Batch 202/538 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.080
Epoch 17 Batch 203/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.104
Epoch 17 Batch 204/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.114
Epoch 17 Batch 205/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.081
Epoch 17 Batch 206/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.094
Epoch 17 Batch 207/538 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.088
Epoch 17 Batch 208/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.096
Epoch 17 Batch 209/538 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.085
Epoch 17 Batch 210/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.099
Epoch 17 Batch 211/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.094
Epoch 17 Batch 212/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.089
Epoch 17 Batch 213/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.083
Epoch 17 Batch 214/538 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.088
Epoch 17 Batch 215/538 - Train Accuracy: 0.949, Validation Accuracy: 0.932, Loss: 0.086
Epoch 17 Batch 216/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.098
Epoch 17 Batch 217/538 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.093
Epoch 17 Batch 218/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.076
Epoch 17 Batch 219/538 - Train Accuracy: 0.914, Validation Accuracy: 0.928, Loss: 0.110
Epoch 17 Batch 220/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.092
Epoch 17 Batch 221/538 - Train Accuracy: 0.950, Validation Accuracy: 0.924, Loss: 0.082
Epoch 17 Batch 222/538 - Train Accuracy: 0.942, Validation Accuracy: 0.923, Loss: 0.085
Epoch 17 Batch 223/538 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.094
Epoch 17 Batch 224/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.104
Epoch 17 Batch 225/538 - Train Accuracy: 0.950, Validation Accuracy: 0.925, Loss: 0.102
Epoch 17 Batch 226/538 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.095
Epoch 17 Batch 227/538 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.081
Epoch 17 Batch 228/538 - Train Accuracy: 0.939, Validation Accuracy: 0.922, Loss: 0.091
Epoch 17 Batch 229/538 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.087
Epoch 17 Batch 230/538 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.091
Epoch 17 Batch 231/538 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.092
Epoch 17 Batch 232/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.090
Epoch 17 Batch 233/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.096
Epoch 17 Batch 234/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.100
Epoch 17 Batch 235/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.076
Epoch 17 Batch 236/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.095
Epoch 17 Batch 237/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.076
Epoch 17 Batch 238/538 - Train Accuracy: 0.950, Validation Accuracy: 0.933, Loss: 0.082
Epoch 17 Batch 239/538 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.093
Epoch 17 Batch 240/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.094
Epoch 17 Batch 241/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.101
Epoch 17 Batch 242/538 - Train Accuracy: 0.961, Validation Accuracy: 0.936, Loss: 0.081
Epoch 17 Batch 243/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.089
Epoch 17 Batch 244/538 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.082
Epoch 17 Batch 245/538 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.099
Epoch 17 Batch 246/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.074
Epoch 17 Batch 247/538 - Train Accuracy: 0.921, Validation Accuracy: 0.932, Loss: 0.085
Epoch 17 Batch 248/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.093
Epoch 17 Batch 249/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.070
Epoch 17 Batch 250/538 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.080
Epoch 17 Batch 251/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.091
Epoch 17 Batch 252/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.084
Epoch 17 Batch 253/538 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.085
Epoch 17 Batch 254/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.086
Epoch 17 Batch 255/538 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.079
Epoch 17 Batch 256/538 - Train Accuracy: 0.913, Validation Accuracy: 0.932, Loss: 0.094
Epoch 17 Batch 257/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.087
Epoch 17 Batch 258/538 - Train Accuracy: 0.925, Validation Accuracy: 0.939, Loss: 0.089
Epoch 17 Batch 259/538 - Train Accuracy: 0.949, Validation Accuracy: 0.929, Loss: 0.083
Epoch 17 Batch 260/538 - Train Accuracy: 0.891, Validation Accuracy: 0.926, Loss: 0.108
Epoch 17 Batch 261/538 - Train Accuracy: 0.923, Validation Accuracy: 0.921, Loss: 0.098
Epoch 17 Batch 262/538 - Train Accuracy: 0.935, Validation Accuracy: 0.924, Loss: 0.083
Epoch 17 Batch 263/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.086
Epoch 17 Batch 264/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.097
Epoch 17 Batch 265/538 - Train Accuracy: 0.921, Validation Accuracy: 0.942, Loss: 0.094
Epoch 17 Batch 266/538 - Train Accuracy: 0.921, Validation Accuracy: 0.942, Loss: 0.103
Epoch 17 Batch 267/538 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.092
Epoch 17 Batch 268/538 - Train Accuracy: 0.929, Validation Accuracy: 0.946, Loss: 0.082
Epoch 17 Batch 269/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.090
Epoch 17 Batch 270/538 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.081
Epoch 17 Batch 271/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.084
Epoch 17 Batch 272/538 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.097
Epoch 17 Batch 273/538 - Train Accuracy: 0.928, Validation Accuracy: 0.938, Loss: 0.102
Epoch 17 Batch 274/538 - Train Accuracy: 0.898, Validation Accuracy: 0.936, Loss: 0.098
Epoch 17 Batch 275/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.097
Epoch 17 Batch 276/538 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.098
Epoch 17 Batch 277/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.088
Epoch 17 Batch 278/538 - Train Accuracy: 0.922, Validation Accuracy: 0.934, Loss: 0.090
Epoch 17 Batch 279/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.095
Epoch 17 Batch 280/538 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.079
Epoch 17 Batch 281/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.109
Epoch 17 Batch 282/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.098
Epoch 17 Batch 283/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.086
Epoch 17 Batch 284/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.103
Epoch 17 Batch 285/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.080
Epoch 17 Batch 286/538 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.093
Epoch 17 Batch 287/538 - Train Accuracy: 0.956, Validation Accuracy: 0.935, Loss: 0.073
Epoch 17 Batch 288/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.093
Epoch 17 Batch 289/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.081
Epoch 17 Batch 290/538 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.084
Epoch 17 Batch 291/538 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.096
Epoch 17 Batch 292/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.082
Epoch 17 Batch 293/538 - Train Accuracy: 0.924, Validation Accuracy: 0.943, Loss: 0.090
Epoch 17 Batch 294/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.092
Epoch 17 Batch 295/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.088
Epoch 17 Batch 296/538 - Train Accuracy: 0.907, Validation Accuracy: 0.935, Loss: 0.103
Epoch 17 Batch 297/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.096
Epoch 17 Batch 298/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.087
Epoch 17 Batch 299/538 - Train Accuracy: 0.918, Validation Accuracy: 0.935, Loss: 0.106
Epoch 17 Batch 300/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.090
Epoch 17 Batch 301/538 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.086
Epoch 17 Batch 302/538 - Train Accuracy: 0.952, Validation Accuracy: 0.931, Loss: 0.090
Epoch 17 Batch 303/538 - Train Accuracy: 0.950, Validation Accuracy: 0.932, Loss: 0.088
Epoch 17 Batch 304/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.097
Epoch 17 Batch 305/538 - Train Accuracy: 0.945, Validation Accuracy: 0.925, Loss: 0.084
Epoch 17 Batch 306/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.092
Epoch 17 Batch 307/538 - Train Accuracy: 0.949, Validation Accuracy: 0.931, Loss: 0.098
Epoch 17 Batch 308/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.083
Epoch 17 Batch 309/538 - Train Accuracy: 0.953, Validation Accuracy: 0.925, Loss: 0.080
Epoch 17 Batch 310/538 - Train Accuracy: 0.957, Validation Accuracy: 0.926, Loss: 0.090
Epoch 17 Batch 311/538 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.085
Epoch 17 Batch 312/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.081
Epoch 17 Batch 313/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.085
Epoch 17 Batch 314/538 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.085
Epoch 17 Batch 315/538 - Train Accuracy: 0.915, Validation Accuracy: 0.934, Loss: 0.086
Epoch 17 Batch 316/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.074
Epoch 17 Batch 317/538 - Train Accuracy: 0.915, Validation Accuracy: 0.936, Loss: 0.102
Epoch 17 Batch 318/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.090
Epoch 17 Batch 319/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.085
Epoch 17 Batch 320/538 - Train Accuracy: 0.944, Validation Accuracy: 0.937, Loss: 0.092
Epoch 17 Batch 321/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.079
Epoch 17 Batch 322/538 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.091
Epoch 17 Batch 323/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.083
Epoch 17 Batch 324/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.097
Epoch 17 Batch 325/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.090
Epoch 17 Batch 326/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.086
Epoch 17 Batch 327/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.095
Epoch 17 Batch 328/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.080
Epoch 17 Batch 329/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.092
Epoch 17 Batch 330/538 - Train Accuracy: 0.957, Validation Accuracy: 0.933, Loss: 0.076
Epoch 17 Batch 331/538 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.087
Epoch 17 Batch 332/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.091
Epoch 17 Batch 333/538 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.085
Epoch 17 Batch 334/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.086
Epoch 17 Batch 335/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.088
Epoch 17 Batch 336/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.084
Epoch 17 Batch 337/538 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.095
Epoch 17 Batch 338/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.088
Epoch 17 Batch 339/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.085
Epoch 17 Batch 340/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.095
Epoch 17 Batch 341/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.083
Epoch 17 Batch 342/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.082
Epoch 17 Batch 343/538 - Train Accuracy: 0.949, Validation Accuracy: 0.929, Loss: 0.099
Epoch 17 Batch 344/538 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.083
Epoch 17 Batch 345/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.083
Epoch 17 Batch 346/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.095
Epoch 17 Batch 347/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.085
Epoch 17 Batch 348/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.078
Epoch 17 Batch 349/538 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.087
Epoch 17 Batch 350/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.108
Epoch 17 Batch 351/538 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.095
Epoch 17 Batch 352/538 - Train Accuracy: 0.917, Validation Accuracy: 0.934, Loss: 0.106
Epoch 17 Batch 353/538 - Train Accuracy: 0.921, Validation Accuracy: 0.932, Loss: 0.087
Epoch 17 Batch 354/538 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.094
Epoch 17 Batch 355/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.089
Epoch 17 Batch 356/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.087
Epoch 17 Batch 357/538 - Train Accuracy: 0.950, Validation Accuracy: 0.931, Loss: 0.088
Epoch 17 Batch 358/538 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.086
Epoch 17 Batch 359/538 - Train Accuracy: 0.914, Validation Accuracy: 0.933, Loss: 0.092
Epoch 17 Batch 360/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.087
Epoch 17 Batch 361/538 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.092
Epoch 17 Batch 362/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.083
Epoch 17 Batch 363/538 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.092
Epoch 17 Batch 364/538 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.107
Epoch 17 Batch 365/538 - Train Accuracy: 0.910, Validation Accuracy: 0.927, Loss: 0.083
Epoch 17 Batch 366/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.083
Epoch 17 Batch 367/538 - Train Accuracy: 0.945, Validation Accuracy: 0.926, Loss: 0.075
Epoch 17 Batch 368/538 - Train Accuracy: 0.928, Validation Accuracy: 0.929, Loss: 0.088
Epoch 17 Batch 369/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.082
Epoch 17 Batch 370/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.083
Epoch 17 Batch 371/538 - Train Accuracy: 0.949, Validation Accuracy: 0.942, Loss: 0.082
Epoch 17 Batch 372/538 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.090
Epoch 17 Batch 373/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.074
Epoch 17 Batch 374/538 - Train Accuracy: 0.929, Validation Accuracy: 0.937, Loss: 0.087
Epoch 17 Batch 375/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.078
Epoch 17 Batch 376/538 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.093
Epoch 17 Batch 377/538 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.086
Epoch 17 Batch 378/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.086
Epoch 17 Batch 379/538 - Train Accuracy: 0.922, Validation Accuracy: 0.945, Loss: 0.087
Epoch 17 Batch 380/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.078
Epoch 17 Batch 381/538 - Train Accuracy: 0.953, Validation Accuracy: 0.939, Loss: 0.080
Epoch 17 Batch 382/538 - Train Accuracy: 0.921, Validation Accuracy: 0.936, Loss: 0.097
Epoch 17 Batch 383/538 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.081
Epoch 17 Batch 384/538 - Train Accuracy: 0.916, Validation Accuracy: 0.932, Loss: 0.090
Epoch 17 Batch 385/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.089
Epoch 17 Batch 386/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.095
Epoch 17 Batch 387/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.089
Epoch 17 Batch 388/538 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.099
Epoch 17 Batch 389/538 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.106
Epoch 17 Batch 390/538 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.072
Epoch 17 Batch 391/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.079
Epoch 17 Batch 392/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.081
Epoch 17 Batch 393/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.085
Epoch 17 Batch 394/538 - Train Accuracy: 0.917, Validation Accuracy: 0.944, Loss: 0.093
Epoch 17 Batch 395/538 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.091
Epoch 17 Batch 396/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.084
Epoch 17 Batch 397/538 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.099
Epoch 17 Batch 398/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.086
Epoch 17 Batch 399/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.098
Epoch 17 Batch 400/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.095
Epoch 17 Batch 401/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.080
Epoch 17 Batch 402/538 - Train Accuracy: 0.928, Validation Accuracy: 0.939, Loss: 0.075
Epoch 17 Batch 403/538 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.084
Epoch 17 Batch 404/538 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.100
Epoch 17 Batch 405/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.084
Epoch 17 Batch 406/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.090
Epoch 17 Batch 407/538 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.086
Epoch 17 Batch 408/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.091
Epoch 17 Batch 409/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.090
Epoch 17 Batch 410/538 - Train Accuracy: 0.960, Validation Accuracy: 0.930, Loss: 0.088
Epoch 17 Batch 411/538 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.083
Epoch 17 Batch 412/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.078
Epoch 17 Batch 413/538 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.071
Epoch 17 Batch 414/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.108
Epoch 17 Batch 415/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.100
Epoch 17 Batch 416/538 - Train Accuracy: 0.947, Validation Accuracy: 0.926, Loss: 0.080
Epoch 17 Batch 417/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.084
Epoch 17 Batch 418/538 - Train Accuracy: 0.950, Validation Accuracy: 0.925, Loss: 0.099
Epoch 17 Batch 419/538 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.073
Epoch 17 Batch 420/538 - Train Accuracy: 0.946, Validation Accuracy: 0.924, Loss: 0.080
Epoch 17 Batch 421/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.080
Epoch 17 Batch 422/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.086
Epoch 17 Batch 423/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.089
Epoch 17 Batch 424/538 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.093
Epoch 17 Batch 425/538 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.102
Epoch 17 Batch 426/538 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.086
Epoch 17 Batch 427/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.098
Epoch 17 Batch 428/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.086
Epoch 17 Batch 429/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.094
Epoch 17 Batch 430/538 - Train Accuracy: 0.935, Validation Accuracy: 0.941, Loss: 0.086
Epoch 17 Batch 431/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.083
Epoch 17 Batch 432/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.086
Epoch 17 Batch 433/538 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.119
Epoch 17 Batch 434/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.092
Epoch 17 Batch 435/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.083
Epoch 17 Batch 436/538 - Train Accuracy: 0.926, Validation Accuracy: 0.932, Loss: 0.102
Epoch 17 Batch 437/538 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.090
Epoch 17 Batch 438/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.085
Epoch 17 Batch 439/538 - Train Accuracy: 0.957, Validation Accuracy: 0.928, Loss: 0.090
Epoch 17 Batch 440/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.098
Epoch 17 Batch 441/538 - Train Accuracy: 0.909, Validation Accuracy: 0.935, Loss: 0.100
Epoch 17 Batch 442/538 - Train Accuracy: 0.940, Validation Accuracy: 0.939, Loss: 0.071
Epoch 17 Batch 443/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.093
Epoch 17 Batch 444/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.095
Epoch 17 Batch 445/538 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.073
Epoch 17 Batch 446/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.077
Epoch 17 Batch 447/538 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.089
Epoch 17 Batch 448/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.082
Epoch 17 Batch 449/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.092
Epoch 17 Batch 450/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.105
Epoch 17 Batch 451/538 - Train Accuracy: 0.910, Validation Accuracy: 0.926, Loss: 0.078
Epoch 17 Batch 452/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.085
Epoch 17 Batch 453/538 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.084
Epoch 17 Batch 454/538 - Train Accuracy: 0.912, Validation Accuracy: 0.929, Loss: 0.095
Epoch 17 Batch 455/538 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.087
Epoch 17 Batch 456/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.116
Epoch 17 Batch 457/538 - Train Accuracy: 0.924, Validation Accuracy: 0.939, Loss: 0.089
Epoch 17 Batch 458/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.090
Epoch 17 Batch 459/538 - Train Accuracy: 0.927, Validation Accuracy: 0.937, Loss: 0.083
Epoch 17 Batch 460/538 - Train Accuracy: 0.905, Validation Accuracy: 0.934, Loss: 0.091
Epoch 17 Batch 461/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.094
Epoch 17 Batch 462/538 - Train Accuracy: 0.923, Validation Accuracy: 0.943, Loss: 0.087
Epoch 17 Batch 463/538 - Train Accuracy: 0.911, Validation Accuracy: 0.944, Loss: 0.106
Epoch 17 Batch 464/538 - Train Accuracy: 0.934, Validation Accuracy: 0.943, Loss: 0.090
Epoch 17 Batch 465/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.083
Epoch 17 Batch 466/538 - Train Accuracy: 0.908, Validation Accuracy: 0.930, Loss: 0.098
Epoch 17 Batch 467/538 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.094
Epoch 17 Batch 468/538 - Train Accuracy: 0.950, Validation Accuracy: 0.931, Loss: 0.102
Epoch 17 Batch 469/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.093
Epoch 17 Batch 470/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.085
Epoch 17 Batch 471/538 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.079
Epoch 17 Batch 472/538 - Train Accuracy: 0.978, Validation Accuracy: 0.939, Loss: 0.073
Epoch 17 Batch 473/538 - Train Accuracy: 0.903, Validation Accuracy: 0.933, Loss: 0.089
Epoch 17 Batch 474/538 - Train Accuracy: 0.956, Validation Accuracy: 0.929, Loss: 0.078
Epoch 17 Batch 475/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.077
Epoch 17 Batch 476/538 - Train Accuracy: 0.946, Validation Accuracy: 0.929, Loss: 0.073
Epoch 17 Batch 477/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.105
Epoch 17 Batch 478/538 - Train Accuracy: 0.941, Validation Accuracy: 0.927, Loss: 0.076
Epoch 17 Batch 479/538 - Train Accuracy: 0.940, Validation Accuracy: 0.923, Loss: 0.086
Epoch 17 Batch 480/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.083
Epoch 17 Batch 481/538 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.089
Epoch 17 Batch 482/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.081
Epoch 17 Batch 483/538 - Train Accuracy: 0.894, Validation Accuracy: 0.935, Loss: 0.096
Epoch 17 Batch 484/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.106
Epoch 17 Batch 485/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.087
Epoch 17 Batch 486/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.072
Epoch 17 Batch 487/538 - Train Accuracy: 0.947, Validation Accuracy: 0.929, Loss: 0.079
Epoch 17 Batch 488/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.082
Epoch 17 Batch 489/538 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.085
Epoch 17 Batch 490/538 - Train Accuracy: 0.931, Validation Accuracy: 0.943, Loss: 0.097
Epoch 17 Batch 491/538 - Train Accuracy: 0.915, Validation Accuracy: 0.942, Loss: 0.086
Epoch 17 Batch 492/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.079
Epoch 17 Batch 493/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.088
Epoch 17 Batch 494/538 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.088
Epoch 17 Batch 495/538 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.092
Epoch 17 Batch 496/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.062
Epoch 17 Batch 497/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.082
Epoch 17 Batch 498/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.082
Epoch 17 Batch 499/538 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.082
Epoch 17 Batch 500/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.069
Epoch 17 Batch 501/538 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.089
Epoch 17 Batch 502/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.085
Epoch 17 Batch 503/538 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.091
Epoch 17 Batch 504/538 - Train Accuracy: 0.960, Validation Accuracy: 0.939, Loss: 0.075
Epoch 17 Batch 505/538 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.075
Epoch 17 Batch 506/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.081
Epoch 17 Batch 507/538 - Train Accuracy: 0.902, Validation Accuracy: 0.939, Loss: 0.101
Epoch 17 Batch 508/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.081
Epoch 17 Batch 509/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.089
Epoch 17 Batch 510/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.087
Epoch 17 Batch 511/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.088
Epoch 17 Batch 512/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.095
Epoch 17 Batch 513/538 - Train Accuracy: 0.921, Validation Accuracy: 0.935, Loss: 0.086
Epoch 17 Batch 514/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.092
Epoch 17 Batch 515/538 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.108
Epoch 17 Batch 516/538 - Train Accuracy: 0.907, Validation Accuracy: 0.926, Loss: 0.089
Epoch 17 Batch 517/538 - Train Accuracy: 0.937, Validation Accuracy: 0.921, Loss: 0.084
Epoch 17 Batch 518/538 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.094
Epoch 17 Batch 519/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.083
Epoch 17 Batch 520/538 - Train Accuracy: 0.939, Validation Accuracy: 0.923, Loss: 0.095
Epoch 17 Batch 521/538 - Train Accuracy: 0.924, Validation Accuracy: 0.925, Loss: 0.099
Epoch 17 Batch 522/538 - Train Accuracy: 0.950, Validation Accuracy: 0.933, Loss: 0.080
Epoch 17 Batch 523/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.093
Epoch 17 Batch 524/538 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.090
Epoch 17 Batch 525/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.092
Epoch 17 Batch 526/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.090
Epoch 17 Batch 527/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.090
Epoch 17 Batch 528/538 - Train Accuracy: 0.912, Validation Accuracy: 0.929, Loss: 0.098
Epoch 17 Batch 529/538 - Train Accuracy: 0.900, Validation Accuracy: 0.931, Loss: 0.094
Epoch 17 Batch 530/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.104
Epoch 17 Batch 531/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.091
Epoch 17 Batch 532/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.081
Epoch 17 Batch 533/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.098
Epoch 17 Batch 534/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.082
Epoch 17 Batch 535/538 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.092
Epoch 17 Batch 536/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.097
Epoch 18 Batch 0/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.081
Epoch 18 Batch 1/538 - Train Accuracy: 0.956, Validation Accuracy: 0.930, Loss: 0.095
Epoch 18 Batch 2/538 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.091
Epoch 18 Batch 3/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.081
Epoch 18 Batch 4/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.090
Epoch 18 Batch 5/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.109
Epoch 18 Batch 6/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.095
Epoch 18 Batch 7/538 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.096
Epoch 18 Batch 8/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.087
Epoch 18 Batch 9/538 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.084
Epoch 18 Batch 10/538 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.096
Epoch 18 Batch 11/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.082
Epoch 18 Batch 12/538 - Train Accuracy: 0.951, Validation Accuracy: 0.932, Loss: 0.089
Epoch 18 Batch 13/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.082
Epoch 18 Batch 14/538 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.092
Epoch 18 Batch 15/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.087
Epoch 18 Batch 16/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.093
Epoch 18 Batch 17/538 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.092
Epoch 18 Batch 18/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.095
Epoch 18 Batch 19/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.097
Epoch 18 Batch 20/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.094
Epoch 18 Batch 21/538 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.072
Epoch 18 Batch 22/538 - Train Accuracy: 0.918, Validation Accuracy: 0.932, Loss: 0.090
Epoch 18 Batch 23/538 - Train Accuracy: 0.918, Validation Accuracy: 0.931, Loss: 0.098
Epoch 18 Batch 24/538 - Train Accuracy: 0.943, Validation Accuracy: 0.929, Loss: 0.106
Epoch 18 Batch 25/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.085
Epoch 18 Batch 26/538 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.093
Epoch 18 Batch 27/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.092
Epoch 18 Batch 28/538 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.086
Epoch 18 Batch 29/538 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.079
Epoch 18 Batch 30/538 - Train Accuracy: 0.930, Validation Accuracy: 0.944, Loss: 0.096
Epoch 18 Batch 31/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.077
Epoch 18 Batch 32/538 - Train Accuracy: 0.928, Validation Accuracy: 0.943, Loss: 0.076
Epoch 18 Batch 33/538 - Train Accuracy: 0.926, Validation Accuracy: 0.932, Loss: 0.096
Epoch 18 Batch 34/538 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.098
Epoch 18 Batch 35/538 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.078
Epoch 18 Batch 36/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.078
Epoch 18 Batch 37/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.098
Epoch 18 Batch 38/538 - Train Accuracy: 0.918, Validation Accuracy: 0.932, Loss: 0.095
Epoch 18 Batch 39/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.083
Epoch 18 Batch 40/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.072
Epoch 18 Batch 41/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.088
Epoch 18 Batch 42/538 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.077
Epoch 18 Batch 43/538 - Train Accuracy: 0.912, Validation Accuracy: 0.941, Loss: 0.116
Epoch 18 Batch 44/538 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.087
Epoch 18 Batch 45/538 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.085
Epoch 18 Batch 46/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.081
Epoch 18 Batch 47/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.097
Epoch 18 Batch 48/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.097
Epoch 18 Batch 49/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.092
Epoch 18 Batch 50/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.083
Epoch 18 Batch 51/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.112
Epoch 18 Batch 52/538 - Train Accuracy: 0.928, Validation Accuracy: 0.937, Loss: 0.101
Epoch 18 Batch 53/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.090
Epoch 18 Batch 54/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.081
Epoch 18 Batch 55/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.081
Epoch 18 Batch 56/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.092
Epoch 18 Batch 57/538 - Train Accuracy: 0.913, Validation Accuracy: 0.934, Loss: 0.106
Epoch 18 Batch 58/538 - Train Accuracy: 0.912, Validation Accuracy: 0.938, Loss: 0.090
Epoch 18 Batch 59/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.097
Epoch 18 Batch 60/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.086
Epoch 18 Batch 61/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.087
Epoch 18 Batch 62/538 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.090
Epoch 18 Batch 63/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.083
Epoch 18 Batch 64/538 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.087
Epoch 18 Batch 65/538 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.088
Epoch 18 Batch 66/538 - Train Accuracy: 0.953, Validation Accuracy: 0.937, Loss: 0.078
Epoch 18 Batch 67/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.089
Epoch 18 Batch 68/538 - Train Accuracy: 0.925, Validation Accuracy: 0.943, Loss: 0.075
Epoch 18 Batch 69/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.083
Epoch 18 Batch 70/538 - Train Accuracy: 0.940, Validation Accuracy: 0.939, Loss: 0.079
Epoch 18 Batch 71/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.087
Epoch 18 Batch 72/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.115
Epoch 18 Batch 73/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.092
Epoch 18 Batch 74/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.092
Epoch 18 Batch 75/538 - Train Accuracy: 0.920, Validation Accuracy: 0.932, Loss: 0.087
Epoch 18 Batch 76/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.082
Epoch 18 Batch 77/538 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.089
Epoch 18 Batch 78/538 - Train Accuracy: 0.926, Validation Accuracy: 0.932, Loss: 0.092
Epoch 18 Batch 79/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.074
Epoch 18 Batch 80/538 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.096
Epoch 18 Batch 81/538 - Train Accuracy: 0.927, Validation Accuracy: 0.939, Loss: 0.085
Epoch 18 Batch 82/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.098
Epoch 18 Batch 83/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.088
Epoch 18 Batch 84/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.097
Epoch 18 Batch 85/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.075
Epoch 18 Batch 86/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.079
Epoch 18 Batch 87/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.089
Epoch 18 Batch 88/538 - Train Accuracy: 0.955, Validation Accuracy: 0.919, Loss: 0.091
Epoch 18 Batch 89/538 - Train Accuracy: 0.935, Validation Accuracy: 0.919, Loss: 0.083
Epoch 18 Batch 90/538 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.106
Epoch 18 Batch 91/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.086
Epoch 18 Batch 92/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.093
Epoch 18 Batch 93/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.082
Epoch 18 Batch 94/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.087
Epoch 18 Batch 95/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.083
Epoch 18 Batch 96/538 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.082
Epoch 18 Batch 97/538 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.089
Epoch 18 Batch 98/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.090
Epoch 18 Batch 99/538 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.079
Epoch 18 Batch 100/538 - Train Accuracy: 0.957, Validation Accuracy: 0.935, Loss: 0.079
Epoch 18 Batch 101/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.101
Epoch 18 Batch 102/538 - Train Accuracy: 0.914, Validation Accuracy: 0.935, Loss: 0.092
Epoch 18 Batch 103/538 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.083
Epoch 18 Batch 104/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.079
Epoch 18 Batch 105/538 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.078
Epoch 18 Batch 106/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.074
Epoch 18 Batch 107/538 - Train Accuracy: 0.925, Validation Accuracy: 0.940, Loss: 0.101
Epoch 18 Batch 108/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.083
Epoch 18 Batch 109/538 - Train Accuracy: 0.955, Validation Accuracy: 0.938, Loss: 0.078
Epoch 18 Batch 110/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.086
Epoch 18 Batch 111/538 - Train Accuracy: 0.951, Validation Accuracy: 0.929, Loss: 0.075
Epoch 18 Batch 112/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.085
Epoch 18 Batch 113/538 - Train Accuracy: 0.918, Validation Accuracy: 0.930, Loss: 0.088
Epoch 18 Batch 114/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.085
Epoch 18 Batch 115/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.093
Epoch 18 Batch 116/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.101
Epoch 18 Batch 117/538 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.083
Epoch 18 Batch 118/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.069
Epoch 18 Batch 119/538 - Train Accuracy: 0.953, Validation Accuracy: 0.929, Loss: 0.076
Epoch 18 Batch 120/538 - Train Accuracy: 0.961, Validation Accuracy: 0.932, Loss: 0.070
Epoch 18 Batch 121/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.084
Epoch 18 Batch 122/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.073
Epoch 18 Batch 123/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.090
Epoch 18 Batch 124/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.079
Epoch 18 Batch 125/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.089
Epoch 18 Batch 126/538 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.095
Epoch 18 Batch 127/538 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.111
Epoch 18 Batch 128/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.089
Epoch 18 Batch 129/538 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.073
Epoch 18 Batch 130/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.071
Epoch 18 Batch 131/538 - Train Accuracy: 0.953, Validation Accuracy: 0.939, Loss: 0.084
Epoch 18 Batch 132/538 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.076
Epoch 18 Batch 133/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.080
Epoch 18 Batch 134/538 - Train Accuracy: 0.912, Validation Accuracy: 0.929, Loss: 0.108
Epoch 18 Batch 135/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.097
Epoch 18 Batch 136/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.093
Epoch 18 Batch 137/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.096
Epoch 18 Batch 138/538 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.092
Epoch 18 Batch 139/538 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.096
Epoch 18 Batch 140/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.100
Epoch 18 Batch 141/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.095
Epoch 18 Batch 142/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.088
Epoch 18 Batch 143/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.094
Epoch 18 Batch 144/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.101
Epoch 18 Batch 145/538 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.095
Epoch 18 Batch 146/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.081
Epoch 18 Batch 147/538 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.089
Epoch 18 Batch 148/538 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.108
Epoch 18 Batch 149/538 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.079
Epoch 18 Batch 150/538 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.083
Epoch 18 Batch 151/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.095
Epoch 18 Batch 152/538 - Train Accuracy: 0.953, Validation Accuracy: 0.929, Loss: 0.092
Epoch 18 Batch 153/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.087
Epoch 18 Batch 154/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.084
Epoch 18 Batch 155/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.098
Epoch 18 Batch 156/538 - Train Accuracy: 0.954, Validation Accuracy: 0.928, Loss: 0.080
Epoch 18 Batch 157/538 - Train Accuracy: 0.951, Validation Accuracy: 0.927, Loss: 0.080
Epoch 18 Batch 158/538 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.090
Epoch 18 Batch 159/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.097
Epoch 18 Batch 160/538 - Train Accuracy: 0.910, Validation Accuracy: 0.933, Loss: 0.083
Epoch 18 Batch 161/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.084
Epoch 18 Batch 162/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.093
Epoch 18 Batch 163/538 - Train Accuracy: 0.920, Validation Accuracy: 0.941, Loss: 0.104
Epoch 18 Batch 164/538 - Train Accuracy: 0.913, Validation Accuracy: 0.940, Loss: 0.095
Epoch 18 Batch 165/538 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.067
Epoch 18 Batch 166/538 - Train Accuracy: 0.965, Validation Accuracy: 0.936, Loss: 0.079
Epoch 18 Batch 167/538 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.095
Epoch 18 Batch 168/538 - Train Accuracy: 0.904, Validation Accuracy: 0.936, Loss: 0.111
Epoch 18 Batch 169/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.073
Epoch 18 Batch 170/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.082
Epoch 18 Batch 171/538 - Train Accuracy: 0.926, Validation Accuracy: 0.936, Loss: 0.090
Epoch 18 Batch 172/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.079
Epoch 18 Batch 173/538 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.074
Epoch 18 Batch 174/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.085
Epoch 18 Batch 175/538 - Train Accuracy: 0.935, Validation Accuracy: 0.919, Loss: 0.083
Epoch 18 Batch 176/538 - Train Accuracy: 0.916, Validation Accuracy: 0.922, Loss: 0.097
Epoch 18 Batch 177/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.085
Epoch 18 Batch 178/538 - Train Accuracy: 0.893, Validation Accuracy: 0.931, Loss: 0.084
Epoch 18 Batch 179/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.087
Epoch 18 Batch 180/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.091
Epoch 18 Batch 181/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.114
Epoch 18 Batch 182/538 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.078
Epoch 18 Batch 183/538 - Train Accuracy: 0.945, Validation Accuracy: 0.923, Loss: 0.084
Epoch 18 Batch 184/538 - Train Accuracy: 0.928, Validation Accuracy: 0.916, Loss: 0.084
Epoch 18 Batch 185/538 - Train Accuracy: 0.948, Validation Accuracy: 0.916, Loss: 0.072
Epoch 18 Batch 186/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.075
Epoch 18 Batch 187/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.085
Epoch 18 Batch 188/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.083
Epoch 18 Batch 189/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.086
Epoch 18 Batch 190/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.108
Epoch 18 Batch 191/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.085
Epoch 18 Batch 192/538 - Train Accuracy: 0.942, Validation Accuracy: 0.930, Loss: 0.088
Epoch 18 Batch 193/538 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.079
Epoch 18 Batch 194/538 - Train Accuracy: 0.906, Validation Accuracy: 0.931, Loss: 0.093
Epoch 18 Batch 195/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.095
Epoch 18 Batch 196/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.083
Epoch 18 Batch 197/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.089
Epoch 18 Batch 198/538 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.083
Epoch 18 Batch 199/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.087
Epoch 18 Batch 200/538 - Train Accuracy: 0.950, Validation Accuracy: 0.924, Loss: 0.084
Epoch 18 Batch 201/538 - Train Accuracy: 0.931, Validation Accuracy: 0.916, Loss: 0.100
Epoch 18 Batch 202/538 - Train Accuracy: 0.941, Validation Accuracy: 0.922, Loss: 0.085
Epoch 18 Batch 203/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.102
Epoch 18 Batch 204/538 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.106
Epoch 18 Batch 205/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.088
Epoch 18 Batch 206/538 - Train Accuracy: 0.918, Validation Accuracy: 0.931, Loss: 0.096
Epoch 18 Batch 207/538 - Train Accuracy: 0.944, Validation Accuracy: 0.929, Loss: 0.086
Epoch 18 Batch 208/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.098
Epoch 18 Batch 209/538 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.084
Epoch 18 Batch 210/538 - Train Accuracy: 0.916, Validation Accuracy: 0.939, Loss: 0.094
Epoch 18 Batch 211/538 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.087
Epoch 18 Batch 212/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.093
Epoch 18 Batch 213/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.081
Epoch 18 Batch 214/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.085
Epoch 18 Batch 215/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.088
Epoch 18 Batch 216/538 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.084
Epoch 18 Batch 217/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.088
Epoch 18 Batch 218/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.078
Epoch 18 Batch 219/538 - Train Accuracy: 0.912, Validation Accuracy: 0.930, Loss: 0.098
Epoch 18 Batch 220/538 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.096
Epoch 18 Batch 221/538 - Train Accuracy: 0.951, Validation Accuracy: 0.936, Loss: 0.069
Epoch 18 Batch 222/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.080
Epoch 18 Batch 223/538 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.094
Epoch 18 Batch 224/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.094
Epoch 18 Batch 225/538 - Train Accuracy: 0.957, Validation Accuracy: 0.941, Loss: 0.093
Epoch 18 Batch 226/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.087
Epoch 18 Batch 227/538 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.087
Epoch 18 Batch 228/538 - Train Accuracy: 0.926, Validation Accuracy: 0.947, Loss: 0.087
Epoch 18 Batch 229/538 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.082
Epoch 18 Batch 230/538 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.079
Epoch 18 Batch 231/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.097
Epoch 18 Batch 232/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.085
Epoch 18 Batch 233/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.087
Epoch 18 Batch 234/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.077
Epoch 18 Batch 235/538 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.078
Epoch 18 Batch 236/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.096
Epoch 18 Batch 237/538 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.075
Epoch 18 Batch 238/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.081
Epoch 18 Batch 239/538 - Train Accuracy: 0.920, Validation Accuracy: 0.934, Loss: 0.086
Epoch 18 Batch 240/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.096
Epoch 18 Batch 241/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.094
Epoch 18 Batch 242/538 - Train Accuracy: 0.950, Validation Accuracy: 0.930, Loss: 0.077
Epoch 18 Batch 243/538 - Train Accuracy: 0.945, Validation Accuracy: 0.934, Loss: 0.084
Epoch 18 Batch 244/538 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.079
Epoch 18 Batch 245/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.086
Epoch 18 Batch 246/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.068
Epoch 18 Batch 247/538 - Train Accuracy: 0.918, Validation Accuracy: 0.940, Loss: 0.078
Epoch 18 Batch 248/538 - Train Accuracy: 0.921, Validation Accuracy: 0.948, Loss: 0.091
Epoch 18 Batch 249/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.065
Epoch 18 Batch 250/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.083
Epoch 18 Batch 251/538 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.089
Epoch 18 Batch 252/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.083
Epoch 18 Batch 253/538 - Train Accuracy: 0.918, Validation Accuracy: 0.938, Loss: 0.073
Epoch 18 Batch 254/538 - Train Accuracy: 0.921, Validation Accuracy: 0.941, Loss: 0.089
Epoch 18 Batch 255/538 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.081
Epoch 18 Batch 256/538 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.091
Epoch 18 Batch 257/538 - Train Accuracy: 0.947, Validation Accuracy: 0.931, Loss: 0.083
Epoch 18 Batch 258/538 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.089
Epoch 18 Batch 259/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.071
Epoch 18 Batch 260/538 - Train Accuracy: 0.894, Validation Accuracy: 0.942, Loss: 0.092
Epoch 18 Batch 261/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.099
Epoch 18 Batch 262/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.077
Epoch 18 Batch 263/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.091
Epoch 18 Batch 264/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.097
Epoch 18 Batch 265/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.107
Epoch 18 Batch 266/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.095
Epoch 18 Batch 267/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.077
Epoch 18 Batch 268/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.080
Epoch 18 Batch 269/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.090
Epoch 18 Batch 270/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.081
Epoch 18 Batch 271/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.087
Epoch 18 Batch 272/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.096
Epoch 18 Batch 273/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.099
Epoch 18 Batch 274/538 - Train Accuracy: 0.910, Validation Accuracy: 0.929, Loss: 0.099
Epoch 18 Batch 275/538 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.093
Epoch 18 Batch 276/538 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.098
Epoch 18 Batch 277/538 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.082
Epoch 18 Batch 278/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.085
Epoch 18 Batch 279/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.088
Epoch 18 Batch 280/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.080
Epoch 18 Batch 281/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.107
Epoch 18 Batch 282/538 - Train Accuracy: 0.918, Validation Accuracy: 0.926, Loss: 0.097
Epoch 18 Batch 283/538 - Train Accuracy: 0.945, Validation Accuracy: 0.928, Loss: 0.084
Epoch 18 Batch 284/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.105
Epoch 18 Batch 285/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.079
Epoch 18 Batch 286/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.089
Epoch 18 Batch 287/538 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.081
Epoch 18 Batch 288/538 - Train Accuracy: 0.948, Validation Accuracy: 0.935, Loss: 0.085
Epoch 18 Batch 289/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.077
Epoch 18 Batch 290/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.084
Epoch 18 Batch 291/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.096
Epoch 18 Batch 292/538 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.073
Epoch 18 Batch 293/538 - Train Accuracy: 0.922, Validation Accuracy: 0.934, Loss: 0.086
Epoch 18 Batch 294/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.093
Epoch 18 Batch 295/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.087
Epoch 18 Batch 296/538 - Train Accuracy: 0.916, Validation Accuracy: 0.932, Loss: 0.099
Epoch 18 Batch 297/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.091
Epoch 18 Batch 298/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.081
Epoch 18 Batch 299/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.103
Epoch 18 Batch 300/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.083
Epoch 18 Batch 301/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.087
Epoch 18 Batch 302/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.087
Epoch 18 Batch 303/538 - Train Accuracy: 0.950, Validation Accuracy: 0.937, Loss: 0.089
Epoch 18 Batch 304/538 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.096
Epoch 18 Batch 305/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.088
Epoch 18 Batch 306/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.092
Epoch 18 Batch 307/538 - Train Accuracy: 0.953, Validation Accuracy: 0.934, Loss: 0.078
Epoch 18 Batch 308/538 - Train Accuracy: 0.953, Validation Accuracy: 0.931, Loss: 0.082
Epoch 18 Batch 309/538 - Train Accuracy: 0.951, Validation Accuracy: 0.931, Loss: 0.066
Epoch 18 Batch 310/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.091
Epoch 18 Batch 311/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.087
Epoch 18 Batch 312/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.078
Epoch 18 Batch 313/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.090
Epoch 18 Batch 314/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.084
Epoch 18 Batch 315/538 - Train Accuracy: 0.930, Validation Accuracy: 0.946, Loss: 0.091
Epoch 18 Batch 316/538 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.086
Epoch 18 Batch 317/538 - Train Accuracy: 0.922, Validation Accuracy: 0.947, Loss: 0.091
Epoch 18 Batch 318/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.080
Epoch 18 Batch 319/538 - Train Accuracy: 0.927, Validation Accuracy: 0.943, Loss: 0.085
Epoch 18 Batch 320/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.091
Epoch 18 Batch 321/538 - Train Accuracy: 0.929, Validation Accuracy: 0.946, Loss: 0.077
Epoch 18 Batch 322/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.094
Epoch 18 Batch 323/538 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.086
Epoch 18 Batch 324/538 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.095
Epoch 18 Batch 325/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.080
Epoch 18 Batch 326/538 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.085
Epoch 18 Batch 327/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.100
Epoch 18 Batch 328/538 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.068
Epoch 18 Batch 329/538 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.087
Epoch 18 Batch 330/538 - Train Accuracy: 0.953, Validation Accuracy: 0.930, Loss: 0.079
Epoch 18 Batch 331/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.090
Epoch 18 Batch 332/538 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.086
Epoch 18 Batch 333/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.085
Epoch 18 Batch 334/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.076
Epoch 18 Batch 335/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.086
Epoch 18 Batch 336/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.082
Epoch 18 Batch 337/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.085
Epoch 18 Batch 338/538 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.093
Epoch 18 Batch 339/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.088
Epoch 18 Batch 340/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.095
Epoch 18 Batch 341/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.083
Epoch 18 Batch 342/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.084
Epoch 18 Batch 343/538 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.085
Epoch 18 Batch 344/538 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.079
Epoch 18 Batch 345/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.084
Epoch 18 Batch 346/538 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.092
Epoch 18 Batch 347/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.082
Epoch 18 Batch 348/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.076
Epoch 18 Batch 349/538 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.078
Epoch 18 Batch 350/538 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.099
Epoch 18 Batch 351/538 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.100
Epoch 18 Batch 352/538 - Train Accuracy: 0.916, Validation Accuracy: 0.946, Loss: 0.114
Epoch 18 Batch 353/538 - Train Accuracy: 0.922, Validation Accuracy: 0.944, Loss: 0.092
Epoch 18 Batch 354/538 - Train Accuracy: 0.914, Validation Accuracy: 0.948, Loss: 0.092
Epoch 18 Batch 355/538 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.092
Epoch 18 Batch 356/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.081
Epoch 18 Batch 357/538 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.082
Epoch 18 Batch 358/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.088
Epoch 18 Batch 359/538 - Train Accuracy: 0.921, Validation Accuracy: 0.936, Loss: 0.093
Epoch 18 Batch 360/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.075
Epoch 18 Batch 361/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.084
Epoch 18 Batch 362/538 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.071
Epoch 18 Batch 363/538 - Train Accuracy: 0.928, Validation Accuracy: 0.943, Loss: 0.092
Epoch 18 Batch 364/538 - Train Accuracy: 0.927, Validation Accuracy: 0.944, Loss: 0.107
Epoch 18 Batch 365/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.092
Epoch 18 Batch 366/538 - Train Accuracy: 0.960, Validation Accuracy: 0.940, Loss: 0.086
Epoch 18 Batch 367/538 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.076
Epoch 18 Batch 368/538 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.081
Epoch 18 Batch 369/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.080
Epoch 18 Batch 370/538 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.090
Epoch 18 Batch 371/538 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.087
Epoch 18 Batch 372/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.082
Epoch 18 Batch 373/538 - Train Accuracy: 0.930, Validation Accuracy: 0.948, Loss: 0.070
Epoch 18 Batch 374/538 - Train Accuracy: 0.937, Validation Accuracy: 0.944, Loss: 0.086
Epoch 18 Batch 375/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.088
Epoch 18 Batch 376/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.090
Epoch 18 Batch 377/538 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.091
Epoch 18 Batch 378/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.075
Epoch 18 Batch 379/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.087
Epoch 18 Batch 380/538 - Train Accuracy: 0.954, Validation Accuracy: 0.936, Loss: 0.081
Epoch 18 Batch 381/538 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.082
Epoch 18 Batch 382/538 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.094
Epoch 18 Batch 383/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.085
Epoch 18 Batch 384/538 - Train Accuracy: 0.927, Validation Accuracy: 0.947, Loss: 0.085
Epoch 18 Batch 385/538 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.083
Epoch 18 Batch 386/538 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.089
Epoch 18 Batch 387/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.076
Epoch 18 Batch 388/538 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.088
Epoch 18 Batch 389/538 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.100
Epoch 18 Batch 390/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.076
Epoch 18 Batch 391/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.076
Epoch 18 Batch 392/538 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.067
Epoch 18 Batch 393/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.075
Epoch 18 Batch 394/538 - Train Accuracy: 0.914, Validation Accuracy: 0.939, Loss: 0.089
Epoch 18 Batch 395/538 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.082
Epoch 18 Batch 396/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.084
Epoch 18 Batch 397/538 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.098
Epoch 18 Batch 398/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.085
Epoch 18 Batch 399/538 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.088
Epoch 18 Batch 400/538 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.088
Epoch 18 Batch 401/538 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.090
Epoch 18 Batch 402/538 - Train Accuracy: 0.926, Validation Accuracy: 0.942, Loss: 0.075
Epoch 18 Batch 403/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.074
Epoch 18 Batch 404/538 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.089
Epoch 18 Batch 405/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.080
Epoch 18 Batch 406/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.083
Epoch 18 Batch 407/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.089
Epoch 18 Batch 408/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.090
Epoch 18 Batch 409/538 - Train Accuracy: 0.922, Validation Accuracy: 0.931, Loss: 0.084
Epoch 18 Batch 410/538 - Train Accuracy: 0.953, Validation Accuracy: 0.931, Loss: 0.084
Epoch 18 Batch 411/538 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.075
Epoch 18 Batch 412/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.081
Epoch 18 Batch 413/538 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.081
Epoch 18 Batch 414/538 - Train Accuracy: 0.914, Validation Accuracy: 0.922, Loss: 0.100
Epoch 18 Batch 415/538 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.082
Epoch 18 Batch 416/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.083
Epoch 18 Batch 417/538 - Train Accuracy: 0.942, Validation Accuracy: 0.923, Loss: 0.081
Epoch 18 Batch 418/538 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.094
Epoch 18 Batch 419/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.078
Epoch 18 Batch 420/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.079
Epoch 18 Batch 421/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.080
Epoch 18 Batch 422/538 - Train Accuracy: 0.926, Validation Accuracy: 0.932, Loss: 0.079
Epoch 18 Batch 423/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.087
Epoch 18 Batch 424/538 - Train Accuracy: 0.921, Validation Accuracy: 0.940, Loss: 0.091
Epoch 18 Batch 425/538 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.101
Epoch 18 Batch 426/538 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.083
Epoch 18 Batch 427/538 - Train Accuracy: 0.918, Validation Accuracy: 0.934, Loss: 0.083
Epoch 18 Batch 428/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.079
Epoch 18 Batch 429/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.085
Epoch 18 Batch 430/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.080
Epoch 18 Batch 431/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.073
Epoch 18 Batch 432/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.086
Epoch 18 Batch 433/538 - Train Accuracy: 0.921, Validation Accuracy: 0.945, Loss: 0.094
Epoch 18 Batch 434/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.088
Epoch 18 Batch 435/538 - Train Accuracy: 0.923, Validation Accuracy: 0.941, Loss: 0.086
Epoch 18 Batch 436/538 - Train Accuracy: 0.916, Validation Accuracy: 0.941, Loss: 0.094
Epoch 18 Batch 437/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.087
Epoch 18 Batch 438/538 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.081
Epoch 18 Batch 439/538 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.075
Epoch 18 Batch 440/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.098
Epoch 18 Batch 441/538 - Train Accuracy: 0.919, Validation Accuracy: 0.937, Loss: 0.097
Epoch 18 Batch 442/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.071
Epoch 18 Batch 443/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.090
Epoch 18 Batch 444/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.090
Epoch 18 Batch 445/538 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.070
Epoch 18 Batch 446/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.086
Epoch 18 Batch 447/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.083
Epoch 18 Batch 448/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.078
Epoch 18 Batch 449/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.092
Epoch 18 Batch 450/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.110
Epoch 18 Batch 451/538 - Train Accuracy: 0.911, Validation Accuracy: 0.929, Loss: 0.077
Epoch 18 Batch 452/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.076
Epoch 18 Batch 453/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.085
Epoch 18 Batch 454/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.085
Epoch 18 Batch 455/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.088
Epoch 18 Batch 456/538 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.106
Epoch 18 Batch 457/538 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.095
Epoch 18 Batch 458/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.074
Epoch 18 Batch 459/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.078
Epoch 18 Batch 460/538 - Train Accuracy: 0.917, Validation Accuracy: 0.934, Loss: 0.088
Epoch 18 Batch 461/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.087
Epoch 18 Batch 462/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.084
Epoch 18 Batch 463/538 - Train Accuracy: 0.922, Validation Accuracy: 0.937, Loss: 0.096
Epoch 18 Batch 464/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.084
Epoch 18 Batch 465/538 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.080
Epoch 18 Batch 466/538 - Train Accuracy: 0.921, Validation Accuracy: 0.935, Loss: 0.085
Epoch 18 Batch 467/538 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.089
Epoch 18 Batch 468/538 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.104
Epoch 18 Batch 469/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.089
Epoch 18 Batch 470/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.089
Epoch 18 Batch 471/538 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.079
Epoch 18 Batch 472/538 - Train Accuracy: 0.972, Validation Accuracy: 0.927, Loss: 0.066
Epoch 18 Batch 473/538 - Train Accuracy: 0.898, Validation Accuracy: 0.923, Loss: 0.085
Epoch 18 Batch 474/538 - Train Accuracy: 0.954, Validation Accuracy: 0.923, Loss: 0.068
Epoch 18 Batch 475/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.078
Epoch 18 Batch 476/538 - Train Accuracy: 0.945, Validation Accuracy: 0.934, Loss: 0.083
Epoch 18 Batch 477/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.096
Epoch 18 Batch 478/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.081
Epoch 18 Batch 479/538 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.084
Epoch 18 Batch 480/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.077
Epoch 18 Batch 481/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.077
Epoch 18 Batch 482/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.078
Epoch 18 Batch 483/538 - Train Accuracy: 0.894, Validation Accuracy: 0.941, Loss: 0.096
Epoch 18 Batch 484/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.106
Epoch 18 Batch 485/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.087
Epoch 18 Batch 486/538 - Train Accuracy: 0.945, Validation Accuracy: 0.929, Loss: 0.071
Epoch 18 Batch 487/538 - Train Accuracy: 0.950, Validation Accuracy: 0.935, Loss: 0.072
Epoch 18 Batch 488/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.078
Epoch 18 Batch 489/538 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.077
Epoch 18 Batch 490/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.086
Epoch 18 Batch 491/538 - Train Accuracy: 0.916, Validation Accuracy: 0.935, Loss: 0.096
Epoch 18 Batch 492/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.090
Epoch 18 Batch 493/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.082
Epoch 18 Batch 494/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.085
Epoch 18 Batch 495/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.083
Epoch 18 Batch 496/538 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.065
Epoch 18 Batch 497/538 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.080
Epoch 18 Batch 498/538 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.083
Epoch 18 Batch 499/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.077
Epoch 18 Batch 500/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.067
Epoch 18 Batch 501/538 - Train Accuracy: 0.958, Validation Accuracy: 0.936, Loss: 0.083
Epoch 18 Batch 502/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.075
Epoch 18 Batch 503/538 - Train Accuracy: 0.957, Validation Accuracy: 0.936, Loss: 0.083
Epoch 18 Batch 504/538 - Train Accuracy: 0.965, Validation Accuracy: 0.939, Loss: 0.074
Epoch 18 Batch 505/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.069
Epoch 18 Batch 506/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.067
Epoch 18 Batch 507/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.096
Epoch 18 Batch 508/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.077
Epoch 18 Batch 509/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.083
Epoch 18 Batch 510/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.087
Epoch 18 Batch 511/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.091
Epoch 18 Batch 512/538 - Train Accuracy: 0.919, Validation Accuracy: 0.930, Loss: 0.094
Epoch 18 Batch 513/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.079
Epoch 18 Batch 514/538 - Train Accuracy: 0.945, Validation Accuracy: 0.929, Loss: 0.086
Epoch 18 Batch 515/538 - Train Accuracy: 0.917, Validation Accuracy: 0.930, Loss: 0.104
Epoch 18 Batch 516/538 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.084
Epoch 18 Batch 517/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.080
Epoch 18 Batch 518/538 - Train Accuracy: 0.922, Validation Accuracy: 0.927, Loss: 0.084
Epoch 18 Batch 519/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.087
Epoch 18 Batch 520/538 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.094
Epoch 18 Batch 521/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.098
Epoch 18 Batch 522/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.078
Epoch 18 Batch 523/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.084
Epoch 18 Batch 524/538 - Train Accuracy: 0.948, Validation Accuracy: 0.929, Loss: 0.084
Epoch 18 Batch 525/538 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.098
Epoch 18 Batch 526/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.083
Epoch 18 Batch 527/538 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.086
Epoch 18 Batch 528/538 - Train Accuracy: 0.917, Validation Accuracy: 0.938, Loss: 0.098
Epoch 18 Batch 529/538 - Train Accuracy: 0.919, Validation Accuracy: 0.940, Loss: 0.093
Epoch 18 Batch 530/538 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.107
Epoch 18 Batch 531/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.089
Epoch 18 Batch 532/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.080
Epoch 18 Batch 533/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.081
Epoch 18 Batch 534/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.074
Epoch 18 Batch 535/538 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.079
Epoch 18 Batch 536/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.090
Epoch 19 Batch 0/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.080
Epoch 19 Batch 1/538 - Train Accuracy: 0.956, Validation Accuracy: 0.936, Loss: 0.092
Epoch 19 Batch 2/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.085
Epoch 19 Batch 3/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.084
Epoch 19 Batch 4/538 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.086
Epoch 19 Batch 5/538 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.092
Epoch 19 Batch 6/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.077
Epoch 19 Batch 7/538 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.087
Epoch 19 Batch 8/538 - Train Accuracy: 0.952, Validation Accuracy: 0.936, Loss: 0.086
Epoch 19 Batch 9/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.078
Epoch 19 Batch 10/538 - Train Accuracy: 0.921, Validation Accuracy: 0.940, Loss: 0.093
Epoch 19 Batch 11/538 - Train Accuracy: 0.921, Validation Accuracy: 0.932, Loss: 0.085
Epoch 19 Batch 12/538 - Train Accuracy: 0.960, Validation Accuracy: 0.935, Loss: 0.086
Epoch 19 Batch 13/538 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.083
Epoch 19 Batch 14/538 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.088
Epoch 19 Batch 15/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.077
Epoch 19 Batch 16/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.087
Epoch 19 Batch 17/538 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.084
Epoch 19 Batch 18/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.096
Epoch 19 Batch 19/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.097
Epoch 19 Batch 20/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.090
Epoch 19 Batch 21/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.073
Epoch 19 Batch 22/538 - Train Accuracy: 0.929, Validation Accuracy: 0.940, Loss: 0.079
Epoch 19 Batch 23/538 - Train Accuracy: 0.914, Validation Accuracy: 0.938, Loss: 0.092
Epoch 19 Batch 24/538 - Train Accuracy: 0.945, Validation Accuracy: 0.934, Loss: 0.084
Epoch 19 Batch 25/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.086
Epoch 19 Batch 26/538 - Train Accuracy: 0.922, Validation Accuracy: 0.934, Loss: 0.097
Epoch 19 Batch 27/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.078
Epoch 19 Batch 28/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.075
Epoch 19 Batch 29/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.072
Epoch 19 Batch 30/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.091
Epoch 19 Batch 31/538 - Train Accuracy: 0.958, Validation Accuracy: 0.939, Loss: 0.062
Epoch 19 Batch 32/538 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.072
Epoch 19 Batch 33/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.094
Epoch 19 Batch 34/538 - Train Accuracy: 0.918, Validation Accuracy: 0.935, Loss: 0.095
Epoch 19 Batch 35/538 - Train Accuracy: 0.952, Validation Accuracy: 0.936, Loss: 0.081
Epoch 19 Batch 36/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.083
Epoch 19 Batch 37/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.093
Epoch 19 Batch 38/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.086
Epoch 19 Batch 39/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.075
Epoch 19 Batch 40/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.069
Epoch 19 Batch 41/538 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.079
Epoch 19 Batch 42/538 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.088
Epoch 19 Batch 43/538 - Train Accuracy: 0.910, Validation Accuracy: 0.943, Loss: 0.104
Epoch 19 Batch 44/538 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.089
Epoch 19 Batch 45/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.081
Epoch 19 Batch 46/538 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.077
Epoch 19 Batch 47/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.081
Epoch 19 Batch 48/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.082
Epoch 19 Batch 49/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.087
Epoch 19 Batch 50/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.079
Epoch 19 Batch 51/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.094
Epoch 19 Batch 52/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.085
Epoch 19 Batch 53/538 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.079
Epoch 19 Batch 54/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.076
Epoch 19 Batch 55/538 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.078
Epoch 19 Batch 56/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.081
Epoch 19 Batch 57/538 - Train Accuracy: 0.902, Validation Accuracy: 0.932, Loss: 0.094
Epoch 19 Batch 58/538 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.087
Epoch 19 Batch 59/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.086
Epoch 19 Batch 60/538 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.080
Epoch 19 Batch 61/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.082
Epoch 19 Batch 62/538 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.081
Epoch 19 Batch 63/538 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.077
Epoch 19 Batch 64/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.077
Epoch 19 Batch 65/538 - Train Accuracy: 0.930, Validation Accuracy: 0.920, Loss: 0.086
Epoch 19 Batch 66/538 - Train Accuracy: 0.962, Validation Accuracy: 0.918, Loss: 0.069
Epoch 19 Batch 67/538 - Train Accuracy: 0.955, Validation Accuracy: 0.916, Loss: 0.082
Epoch 19 Batch 68/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.071
Epoch 19 Batch 69/538 - Train Accuracy: 0.954, Validation Accuracy: 0.927, Loss: 0.085
Epoch 19 Batch 70/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.068
Epoch 19 Batch 71/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.090
Epoch 19 Batch 72/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.109
Epoch 19 Batch 73/538 - Train Accuracy: 0.921, Validation Accuracy: 0.932, Loss: 0.085
Epoch 19 Batch 74/538 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.079
Epoch 19 Batch 75/538 - Train Accuracy: 0.929, Validation Accuracy: 0.937, Loss: 0.081
Epoch 19 Batch 76/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.088
Epoch 19 Batch 77/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.084
Epoch 19 Batch 78/538 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.081
Epoch 19 Batch 79/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.064
Epoch 19 Batch 80/538 - Train Accuracy: 0.951, Validation Accuracy: 0.929, Loss: 0.091
Epoch 19 Batch 81/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.080
Epoch 19 Batch 82/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.082
Epoch 19 Batch 83/538 - Train Accuracy: 0.934, Validation Accuracy: 0.929, Loss: 0.084
Epoch 19 Batch 84/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.092
Epoch 19 Batch 85/538 - Train Accuracy: 0.945, Validation Accuracy: 0.925, Loss: 0.072
Epoch 19 Batch 86/538 - Train Accuracy: 0.949, Validation Accuracy: 0.920, Loss: 0.070
Epoch 19 Batch 87/538 - Train Accuracy: 0.934, Validation Accuracy: 0.920, Loss: 0.085
Epoch 19 Batch 88/538 - Train Accuracy: 0.960, Validation Accuracy: 0.919, Loss: 0.079
Epoch 19 Batch 89/538 - Train Accuracy: 0.947, Validation Accuracy: 0.920, Loss: 0.072
Epoch 19 Batch 90/538 - Train Accuracy: 0.927, Validation Accuracy: 0.923, Loss: 0.095
Epoch 19 Batch 91/538 - Train Accuracy: 0.947, Validation Accuracy: 0.926, Loss: 0.087
Epoch 19 Batch 92/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.087
Epoch 19 Batch 93/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.081
Epoch 19 Batch 94/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.080
Epoch 19 Batch 95/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.076
Epoch 19 Batch 96/538 - Train Accuracy: 0.955, Validation Accuracy: 0.932, Loss: 0.070
Epoch 19 Batch 97/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.084
Epoch 19 Batch 98/538 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.078
Epoch 19 Batch 99/538 - Train Accuracy: 0.946, Validation Accuracy: 0.918, Loss: 0.071
Epoch 19 Batch 100/538 - Train Accuracy: 0.946, Validation Accuracy: 0.917, Loss: 0.075
Epoch 19 Batch 101/538 - Train Accuracy: 0.929, Validation Accuracy: 0.921, Loss: 0.098
Epoch 19 Batch 102/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.101
Epoch 19 Batch 103/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.088
Epoch 19 Batch 104/538 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.079
Epoch 19 Batch 105/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.071
Epoch 19 Batch 106/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.073
Epoch 19 Batch 107/538 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.088
Epoch 19 Batch 108/538 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.081
Epoch 19 Batch 109/538 - Train Accuracy: 0.950, Validation Accuracy: 0.935, Loss: 0.073
Epoch 19 Batch 110/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.089
Epoch 19 Batch 111/538 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.085
Epoch 19 Batch 112/538 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.081
Epoch 19 Batch 113/538 - Train Accuracy: 0.918, Validation Accuracy: 0.937, Loss: 0.079
Epoch 19 Batch 114/538 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.085
Epoch 19 Batch 115/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.088
Epoch 19 Batch 116/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.087
Epoch 19 Batch 117/538 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.088
Epoch 19 Batch 118/538 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.074
Epoch 19 Batch 119/538 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.077
Epoch 19 Batch 120/538 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.075
Epoch 19 Batch 121/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.086
Epoch 19 Batch 122/538 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.084
Epoch 19 Batch 123/538 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.075
Epoch 19 Batch 124/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.079
Epoch 19 Batch 125/538 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.092
Epoch 19 Batch 126/538 - Train Accuracy: 0.922, Validation Accuracy: 0.945, Loss: 0.085
Epoch 19 Batch 127/538 - Train Accuracy: 0.919, Validation Accuracy: 0.941, Loss: 0.104
Epoch 19 Batch 128/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.081
Epoch 19 Batch 129/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.075
Epoch 19 Batch 130/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.071
Epoch 19 Batch 131/538 - Train Accuracy: 0.959, Validation Accuracy: 0.941, Loss: 0.080
Epoch 19 Batch 132/538 - Train Accuracy: 0.927, Validation Accuracy: 0.941, Loss: 0.080
Epoch 19 Batch 133/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.080
Epoch 19 Batch 134/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.089
Epoch 19 Batch 135/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.104
Epoch 19 Batch 136/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.088
Epoch 19 Batch 137/538 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.107
Epoch 19 Batch 138/538 - Train Accuracy: 0.920, Validation Accuracy: 0.922, Loss: 0.086
Epoch 19 Batch 139/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.098
Epoch 19 Batch 140/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.105
Epoch 19 Batch 141/538 - Train Accuracy: 0.954, Validation Accuracy: 0.936, Loss: 0.086
Epoch 19 Batch 142/538 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.071
Epoch 19 Batch 143/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.093
Epoch 19 Batch 144/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.100
Epoch 19 Batch 145/538 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.097
Epoch 19 Batch 146/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.093
Epoch 19 Batch 147/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.079
Epoch 19 Batch 148/538 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.109
Epoch 19 Batch 149/538 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.069
Epoch 19 Batch 150/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.080
Epoch 19 Batch 151/538 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.088
Epoch 19 Batch 152/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.098
Epoch 19 Batch 153/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.077
Epoch 19 Batch 154/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.078
Epoch 19 Batch 155/538 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.090
Epoch 19 Batch 156/538 - Train Accuracy: 0.959, Validation Accuracy: 0.927, Loss: 0.074
Epoch 19 Batch 157/538 - Train Accuracy: 0.954, Validation Accuracy: 0.921, Loss: 0.082
Epoch 19 Batch 158/538 - Train Accuracy: 0.942, Validation Accuracy: 0.922, Loss: 0.083
Epoch 19 Batch 159/538 - Train Accuracy: 0.941, Validation Accuracy: 0.923, Loss: 0.078
Epoch 19 Batch 160/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.081
Epoch 19 Batch 161/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.086
Epoch 19 Batch 162/538 - Train Accuracy: 0.928, Validation Accuracy: 0.922, Loss: 0.079
Epoch 19 Batch 163/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.102
Epoch 19 Batch 164/538 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.086
Epoch 19 Batch 165/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.072
Epoch 19 Batch 166/538 - Train Accuracy: 0.968, Validation Accuracy: 0.930, Loss: 0.074
Epoch 19 Batch 167/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.098
Epoch 19 Batch 168/538 - Train Accuracy: 0.898, Validation Accuracy: 0.929, Loss: 0.109
Epoch 19 Batch 169/538 - Train Accuracy: 0.952, Validation Accuracy: 0.936, Loss: 0.065
Epoch 19 Batch 170/538 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.087
Epoch 19 Batch 171/538 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.089
Epoch 19 Batch 172/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.090
Epoch 19 Batch 173/538 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.070
Epoch 19 Batch 174/538 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.076
Epoch 19 Batch 175/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.078
Epoch 19 Batch 176/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.102
Epoch 19 Batch 177/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.083
Epoch 19 Batch 178/538 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.094
Epoch 19 Batch 179/538 - Train Accuracy: 0.950, Validation Accuracy: 0.927, Loss: 0.081
Epoch 19 Batch 180/538 - Train Accuracy: 0.948, Validation Accuracy: 0.929, Loss: 0.082
Epoch 19 Batch 181/538 - Train Accuracy: 0.913, Validation Accuracy: 0.935, Loss: 0.102
Epoch 19 Batch 182/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.077
Epoch 19 Batch 183/538 - Train Accuracy: 0.957, Validation Accuracy: 0.943, Loss: 0.078
Epoch 19 Batch 184/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.074
Epoch 19 Batch 185/538 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.085
Epoch 19 Batch 186/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.075
Epoch 19 Batch 187/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.083
Epoch 19 Batch 188/538 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.077
Epoch 19 Batch 189/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.083
Epoch 19 Batch 190/538 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.102
Epoch 19 Batch 191/538 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.081
Epoch 19 Batch 192/538 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.082
Epoch 19 Batch 193/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.080
Epoch 19 Batch 194/538 - Train Accuracy: 0.910, Validation Accuracy: 0.940, Loss: 0.103
Epoch 19 Batch 195/538 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.084
Epoch 19 Batch 196/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.073
Epoch 19 Batch 197/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.079
Epoch 19 Batch 198/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.081
Epoch 19 Batch 199/538 - Train Accuracy: 0.921, Validation Accuracy: 0.936, Loss: 0.089
Epoch 19 Batch 200/538 - Train Accuracy: 0.955, Validation Accuracy: 0.939, Loss: 0.081
Epoch 19 Batch 201/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.095
Epoch 19 Batch 202/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.080
Epoch 19 Batch 203/538 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.097
Epoch 19 Batch 204/538 - Train Accuracy: 0.922, Validation Accuracy: 0.941, Loss: 0.094
Epoch 19 Batch 205/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.069
Epoch 19 Batch 206/538 - Train Accuracy: 0.916, Validation Accuracy: 0.937, Loss: 0.084
Epoch 19 Batch 207/538 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.087
Epoch 19 Batch 208/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.099
Epoch 19 Batch 209/538 - Train Accuracy: 0.958, Validation Accuracy: 0.936, Loss: 0.078
Epoch 19 Batch 210/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.093
Epoch 19 Batch 211/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.085
Epoch 19 Batch 212/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.086
Epoch 19 Batch 213/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.088
Epoch 19 Batch 214/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.078
Epoch 19 Batch 215/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.076
Epoch 19 Batch 216/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.074
Epoch 19 Batch 217/538 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.085
Epoch 19 Batch 218/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.078
Epoch 19 Batch 219/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.096
Epoch 19 Batch 220/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.086
Epoch 19 Batch 221/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.069
Epoch 19 Batch 222/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.076
Epoch 19 Batch 223/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.094
Epoch 19 Batch 224/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.092
Epoch 19 Batch 225/538 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.086
Epoch 19 Batch 226/538 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.085
Epoch 19 Batch 227/538 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.080
Epoch 19 Batch 228/538 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.076
Epoch 19 Batch 229/538 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.087
Epoch 19 Batch 230/538 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.086
Epoch 19 Batch 231/538 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.082
Epoch 19 Batch 232/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.088
Epoch 19 Batch 233/538 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.084
Epoch 19 Batch 234/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.083
Epoch 19 Batch 235/538 - Train Accuracy: 0.951, Validation Accuracy: 0.937, Loss: 0.067
Epoch 19 Batch 236/538 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.091
Epoch 19 Batch 237/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.073
Epoch 19 Batch 238/538 - Train Accuracy: 0.951, Validation Accuracy: 0.931, Loss: 0.076
Epoch 19 Batch 239/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.086
Epoch 19 Batch 240/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.091
Epoch 19 Batch 241/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.099
Epoch 19 Batch 242/538 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.076
Epoch 19 Batch 243/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.078
Epoch 19 Batch 244/538 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.074
Epoch 19 Batch 245/538 - Train Accuracy: 0.925, Validation Accuracy: 0.943, Loss: 0.092
Epoch 19 Batch 246/538 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.067
Epoch 19 Batch 247/538 - Train Accuracy: 0.927, Validation Accuracy: 0.944, Loss: 0.082
Epoch 19 Batch 248/538 - Train Accuracy: 0.920, Validation Accuracy: 0.937, Loss: 0.091
Epoch 19 Batch 249/538 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.071
Epoch 19 Batch 250/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.079
Epoch 19 Batch 251/538 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.079
Epoch 19 Batch 252/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.076
Epoch 19 Batch 253/538 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.074
Epoch 19 Batch 254/538 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.096
Epoch 19 Batch 255/538 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.072
Epoch 19 Batch 256/538 - Train Accuracy: 0.918, Validation Accuracy: 0.937, Loss: 0.089
Epoch 19 Batch 257/538 - Train Accuracy: 0.956, Validation Accuracy: 0.936, Loss: 0.082
Epoch 19 Batch 258/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.082
Epoch 19 Batch 259/538 - Train Accuracy: 0.953, Validation Accuracy: 0.937, Loss: 0.067
Epoch 19 Batch 260/538 - Train Accuracy: 0.897, Validation Accuracy: 0.929, Loss: 0.084
Epoch 19 Batch 261/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.100
Epoch 19 Batch 262/538 - Train Accuracy: 0.947, Validation Accuracy: 0.931, Loss: 0.080
Epoch 19 Batch 263/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.083
Epoch 19 Batch 264/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.083
Epoch 19 Batch 265/538 - Train Accuracy: 0.934, Validation Accuracy: 0.947, Loss: 0.083
Epoch 19 Batch 266/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.087
Epoch 19 Batch 267/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.073
Epoch 19 Batch 268/538 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.081
Epoch 19 Batch 269/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.085
Epoch 19 Batch 270/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.082
Epoch 19 Batch 271/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.080
Epoch 19 Batch 272/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.089
Epoch 19 Batch 273/538 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.101
Epoch 19 Batch 274/538 - Train Accuracy: 0.902, Validation Accuracy: 0.941, Loss: 0.088
Epoch 19 Batch 275/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.089
Epoch 19 Batch 276/538 - Train Accuracy: 0.926, Validation Accuracy: 0.939, Loss: 0.094
Epoch 19 Batch 277/538 - Train Accuracy: 0.929, Validation Accuracy: 0.940, Loss: 0.076
Epoch 19 Batch 278/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.089
Epoch 19 Batch 279/538 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.083
Epoch 19 Batch 280/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.080
Epoch 19 Batch 281/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.096
Epoch 19 Batch 282/538 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.096
Epoch 19 Batch 283/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.081
Epoch 19 Batch 284/538 - Train Accuracy: 0.925, Validation Accuracy: 0.929, Loss: 0.097
Epoch 19 Batch 285/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.077
Epoch 19 Batch 286/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.085
Epoch 19 Batch 287/538 - Train Accuracy: 0.959, Validation Accuracy: 0.931, Loss: 0.072
Epoch 19 Batch 288/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.085
Epoch 19 Batch 289/538 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.070
Epoch 19 Batch 290/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.068
Epoch 19 Batch 291/538 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.087
Epoch 19 Batch 292/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.076
Epoch 19 Batch 293/538 - Train Accuracy: 0.926, Validation Accuracy: 0.943, Loss: 0.081
Epoch 19 Batch 294/538 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.093
Epoch 19 Batch 295/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.085
Epoch 19 Batch 296/538 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.096
Epoch 19 Batch 297/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.095
Epoch 19 Batch 298/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.084
Epoch 19 Batch 299/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.102
Epoch 19 Batch 300/538 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.094
Epoch 19 Batch 301/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.080
Epoch 19 Batch 302/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.082
Epoch 19 Batch 303/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.069
Epoch 19 Batch 304/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.094
Epoch 19 Batch 305/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.076
Epoch 19 Batch 306/538 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.085
Epoch 19 Batch 307/538 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.082
Epoch 19 Batch 308/538 - Train Accuracy: 0.956, Validation Accuracy: 0.937, Loss: 0.080
Epoch 19 Batch 309/538 - Train Accuracy: 0.957, Validation Accuracy: 0.936, Loss: 0.076
Epoch 19 Batch 310/538 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.094
Epoch 19 Batch 311/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.077
Epoch 19 Batch 312/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.074
Epoch 19 Batch 313/538 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.076
Epoch 19 Batch 314/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.082
Epoch 19 Batch 315/538 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.082
Epoch 19 Batch 316/538 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.073
Epoch 19 Batch 317/538 - Train Accuracy: 0.921, Validation Accuracy: 0.941, Loss: 0.095
Epoch 19 Batch 318/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.079
Epoch 19 Batch 319/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.079
Epoch 19 Batch 320/538 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.081
Epoch 19 Batch 321/538 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.076
Epoch 19 Batch 322/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.089
Epoch 19 Batch 323/538 - Train Accuracy: 0.954, Validation Accuracy: 0.934, Loss: 0.075
Epoch 19 Batch 324/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.077
Epoch 19 Batch 325/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.078
Epoch 19 Batch 326/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.092
Epoch 19 Batch 327/538 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.092
Epoch 19 Batch 328/538 - Train Accuracy: 0.966, Validation Accuracy: 0.944, Loss: 0.068
Epoch 19 Batch 329/538 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.086
Epoch 19 Batch 330/538 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.073
Epoch 19 Batch 331/538 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.087
Epoch 19 Batch 332/538 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.079
Epoch 19 Batch 333/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.077
Epoch 19 Batch 334/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.076
Epoch 19 Batch 335/538 - Train Accuracy: 0.944, Validation Accuracy: 0.929, Loss: 0.076
Epoch 19 Batch 336/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.080
Epoch 19 Batch 337/538 - Train Accuracy: 0.915, Validation Accuracy: 0.937, Loss: 0.083
Epoch 19 Batch 338/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.083
Epoch 19 Batch 339/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.067
Epoch 19 Batch 340/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.091
Epoch 19 Batch 341/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.075
Epoch 19 Batch 342/538 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.075
Epoch 19 Batch 343/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.075
Epoch 19 Batch 344/538 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.081
Epoch 19 Batch 345/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.085
Epoch 19 Batch 346/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.092
Epoch 19 Batch 347/538 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.084
Epoch 19 Batch 348/538 - Train Accuracy: 0.926, Validation Accuracy: 0.942, Loss: 0.078
Epoch 19 Batch 349/538 - Train Accuracy: 0.960, Validation Accuracy: 0.941, Loss: 0.071
Epoch 19 Batch 350/538 - Train Accuracy: 0.950, Validation Accuracy: 0.940, Loss: 0.105
Epoch 19 Batch 351/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.091
Epoch 19 Batch 352/538 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.105
Epoch 19 Batch 353/538 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.088
Epoch 19 Batch 354/538 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.094
Epoch 19 Batch 355/538 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.084
Epoch 19 Batch 356/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.079
Epoch 19 Batch 357/538 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.078
Epoch 19 Batch 358/538 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.074
Epoch 19 Batch 359/538 - Train Accuracy: 0.922, Validation Accuracy: 0.938, Loss: 0.086
Epoch 19 Batch 360/538 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.079
Epoch 19 Batch 361/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.078
Epoch 19 Batch 362/538 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.070
Epoch 19 Batch 363/538 - Train Accuracy: 0.925, Validation Accuracy: 0.940, Loss: 0.082
Epoch 19 Batch 364/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.095
Epoch 19 Batch 365/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.081
Epoch 19 Batch 366/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.087
Epoch 19 Batch 367/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.077
Epoch 19 Batch 368/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.071
Epoch 19 Batch 369/538 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.082
Epoch 19 Batch 370/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.080
Epoch 19 Batch 371/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.078
Epoch 19 Batch 372/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.076
Epoch 19 Batch 373/538 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.070
Epoch 19 Batch 374/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.092
Epoch 19 Batch 375/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.082
Epoch 19 Batch 376/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.086
Epoch 19 Batch 377/538 - Train Accuracy: 0.950, Validation Accuracy: 0.937, Loss: 0.081
Epoch 19 Batch 378/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.074
Epoch 19 Batch 379/538 - Train Accuracy: 0.926, Validation Accuracy: 0.932, Loss: 0.080
Epoch 19 Batch 380/538 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.073
Epoch 19 Batch 381/538 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.077
Epoch 19 Batch 382/538 - Train Accuracy: 0.924, Validation Accuracy: 0.943, Loss: 0.091
Epoch 19 Batch 383/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.087
Epoch 19 Batch 384/538 - Train Accuracy: 0.928, Validation Accuracy: 0.937, Loss: 0.084
Epoch 19 Batch 385/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.083
Epoch 19 Batch 386/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.085
Epoch 19 Batch 387/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.086
Epoch 19 Batch 388/538 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.076
Epoch 19 Batch 389/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.102
Epoch 19 Batch 390/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.072
Epoch 19 Batch 391/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.079
Epoch 19 Batch 392/538 - Train Accuracy: 0.951, Validation Accuracy: 0.937, Loss: 0.075
Epoch 19 Batch 393/538 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.078
Epoch 19 Batch 394/538 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.083
Epoch 19 Batch 395/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.089
Epoch 19 Batch 396/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.081
Epoch 19 Batch 397/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.083
Epoch 19 Batch 398/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.076
Epoch 19 Batch 399/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.093
Epoch 19 Batch 400/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.091
Epoch 19 Batch 401/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.079
Epoch 19 Batch 402/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.077
Epoch 19 Batch 403/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.076
Epoch 19 Batch 404/538 - Train Accuracy: 0.948, Validation Accuracy: 0.937, Loss: 0.084
Epoch 19 Batch 405/538 - Train Accuracy: 0.953, Validation Accuracy: 0.937, Loss: 0.079
Epoch 19 Batch 406/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.088
Epoch 19 Batch 407/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.082
Epoch 19 Batch 408/538 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.091
Epoch 19 Batch 409/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.080
Epoch 19 Batch 410/538 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.080
Epoch 19 Batch 411/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.081
Epoch 19 Batch 412/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.068
Epoch 19 Batch 413/538 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.086
Epoch 19 Batch 414/538 - Train Accuracy: 0.910, Validation Accuracy: 0.932, Loss: 0.100
Epoch 19 Batch 415/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.089
Epoch 19 Batch 416/538 - Train Accuracy: 0.950, Validation Accuracy: 0.925, Loss: 0.089
Epoch 19 Batch 417/538 - Train Accuracy: 0.946, Validation Accuracy: 0.920, Loss: 0.074
Epoch 19 Batch 418/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.096
Epoch 19 Batch 419/538 - Train Accuracy: 0.954, Validation Accuracy: 0.921, Loss: 0.075
Epoch 19 Batch 420/538 - Train Accuracy: 0.945, Validation Accuracy: 0.921, Loss: 0.074
Epoch 19 Batch 421/538 - Train Accuracy: 0.950, Validation Accuracy: 0.920, Loss: 0.065
Epoch 19 Batch 422/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.092
Epoch 19 Batch 423/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.086
Epoch 19 Batch 424/538 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.091
Epoch 19 Batch 425/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.102
Epoch 19 Batch 426/538 - Train Accuracy: 0.922, Validation Accuracy: 0.943, Loss: 0.087
Epoch 19 Batch 427/538 - Train Accuracy: 0.924, Validation Accuracy: 0.939, Loss: 0.088
Epoch 19 Batch 428/538 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.071
Epoch 19 Batch 429/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.089
Epoch 19 Batch 430/538 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.077
Epoch 19 Batch 431/538 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.071
Epoch 19 Batch 432/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.084
Epoch 19 Batch 433/538 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.101
Epoch 19 Batch 434/538 - Train Accuracy: 0.921, Validation Accuracy: 0.939, Loss: 0.082
Epoch 19 Batch 435/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.089
Epoch 19 Batch 436/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.092
Epoch 19 Batch 437/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.090
Epoch 19 Batch 438/538 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.073
Epoch 19 Batch 439/538 - Train Accuracy: 0.958, Validation Accuracy: 0.928, Loss: 0.076
Epoch 19 Batch 440/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.079
Epoch 19 Batch 441/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.093
Epoch 19 Batch 442/538 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.070
Epoch 19 Batch 443/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.088
Epoch 19 Batch 444/538 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.084
Epoch 19 Batch 445/538 - Train Accuracy: 0.954, Validation Accuracy: 0.932, Loss: 0.073
Epoch 19 Batch 446/538 - Train Accuracy: 0.949, Validation Accuracy: 0.931, Loss: 0.085
Epoch 19 Batch 447/538 - Train Accuracy: 0.931, Validation Accuracy: 0.924, Loss: 0.083
Epoch 19 Batch 448/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.076
Epoch 19 Batch 449/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.094
Epoch 19 Batch 450/538 - Train Accuracy: 0.918, Validation Accuracy: 0.933, Loss: 0.100
Epoch 19 Batch 451/538 - Train Accuracy: 0.921, Validation Accuracy: 0.934, Loss: 0.075
Epoch 19 Batch 452/538 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.078
Epoch 19 Batch 453/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.082
Epoch 19 Batch 454/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.092
Epoch 19 Batch 455/538 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.082
Epoch 19 Batch 456/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.114
Epoch 19 Batch 457/538 - Train Accuracy: 0.920, Validation Accuracy: 0.939, Loss: 0.083
Epoch 19 Batch 458/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.072
Epoch 19 Batch 459/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.068
Epoch 19 Batch 460/538 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.092
Epoch 19 Batch 461/538 - Train Accuracy: 0.950, Validation Accuracy: 0.930, Loss: 0.087
Epoch 19 Batch 462/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.086
Epoch 19 Batch 463/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.099
Epoch 19 Batch 464/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.085
Epoch 19 Batch 465/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.079
Epoch 19 Batch 466/538 - Train Accuracy: 0.913, Validation Accuracy: 0.937, Loss: 0.083
Epoch 19 Batch 467/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.085
Epoch 19 Batch 468/538 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.098
Epoch 19 Batch 469/538 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.089
Epoch 19 Batch 470/538 - Train Accuracy: 0.939, Validation Accuracy: 0.941, Loss: 0.090
Epoch 19 Batch 471/538 - Train Accuracy: 0.930, Validation Accuracy: 0.941, Loss: 0.083
Epoch 19 Batch 472/538 - Train Accuracy: 0.973, Validation Accuracy: 0.940, Loss: 0.073
Epoch 19 Batch 473/538 - Train Accuracy: 0.898, Validation Accuracy: 0.935, Loss: 0.092
Epoch 19 Batch 474/538 - Train Accuracy: 0.959, Validation Accuracy: 0.933, Loss: 0.073
Epoch 19 Batch 475/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.077
Epoch 19 Batch 476/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.078
Epoch 19 Batch 477/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.090
Epoch 19 Batch 478/538 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.066
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Epoch 19 Batch 480/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.085
Epoch 19 Batch 481/538 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.077
Epoch 19 Batch 482/538 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.075
Epoch 19 Batch 483/538 - Train Accuracy: 0.899, Validation Accuracy: 0.933, Loss: 0.091
Epoch 19 Batch 484/538 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.099
Epoch 19 Batch 485/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.083
Epoch 19 Batch 486/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.076
Epoch 19 Batch 487/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.075
Epoch 19 Batch 488/538 - Train Accuracy: 0.954, Validation Accuracy: 0.932, Loss: 0.083
Epoch 19 Batch 489/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.076
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Epoch 19 Batch 491/538 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.090
Epoch 19 Batch 492/538 - Train Accuracy: 0.949, Validation Accuracy: 0.927, Loss: 0.080
Epoch 19 Batch 493/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.077
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Epoch 19 Batch 495/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.084
Epoch 19 Batch 496/538 - Train Accuracy: 0.953, Validation Accuracy: 0.928, Loss: 0.072
Epoch 19 Batch 497/538 - Train Accuracy: 0.948, Validation Accuracy: 0.929, Loss: 0.071
Epoch 19 Batch 498/538 - Train Accuracy: 0.941, Validation Accuracy: 0.928, Loss: 0.067
Epoch 19 Batch 499/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.078
Epoch 19 Batch 500/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.065
Epoch 19 Batch 501/538 - Train Accuracy: 0.951, Validation Accuracy: 0.934, Loss: 0.096
Epoch 19 Batch 502/538 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.075
Epoch 19 Batch 503/538 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.087
Epoch 19 Batch 504/538 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.077
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Epoch 19 Batch 506/538 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.072
Epoch 19 Batch 507/538 - Train Accuracy: 0.922, Validation Accuracy: 0.939, Loss: 0.099
Epoch 19 Batch 508/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.082
Epoch 19 Batch 509/538 - Train Accuracy: 0.952, Validation Accuracy: 0.930, Loss: 0.079
Epoch 19 Batch 510/538 - Train Accuracy: 0.942, Validation Accuracy: 0.923, Loss: 0.079
Epoch 19 Batch 511/538 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.083
Epoch 19 Batch 512/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.090
Epoch 19 Batch 513/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.079
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Epoch 19 Batch 515/538 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.100
Epoch 19 Batch 516/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.084
Epoch 19 Batch 517/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.070
Epoch 19 Batch 518/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.087
Epoch 19 Batch 519/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.081
Epoch 19 Batch 520/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.081
Epoch 19 Batch 521/538 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.087
Epoch 19 Batch 522/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.071
Epoch 19 Batch 523/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.086
Epoch 19 Batch 524/538 - Train Accuracy: 0.952, Validation Accuracy: 0.931, Loss: 0.074
Epoch 19 Batch 525/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.096
Epoch 19 Batch 526/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.075
Epoch 19 Batch 527/538 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.080
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Epoch 19 Batch 530/538 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.089
Epoch 19 Batch 531/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.087
Epoch 19 Batch 532/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.075
Epoch 19 Batch 533/538 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.078
Epoch 19 Batch 534/538 - Train Accuracy: 0.943, Validation Accuracy: 0.930, Loss: 0.068
Epoch 19 Batch 535/538 - Train Accuracy: 0.940, Validation Accuracy: 0.927, Loss: 0.086
Epoch 19 Batch 536/538 - Train Accuracy: 0.950, Validation Accuracy: 0.929, Loss: 0.090
Model Trained and Saved
In [17]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# Save parameters for checkpoint
helper.save_params(save_path)
In [18]:
"""
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()
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.
vocab_to_int<UNK> word id.
In [19]:
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
sentence = sentence.lower()
words = sentence.split()
word_id_list = [vocab_to_int.get(word, vocab_to_int['<UNK>']) for word in words]
return word_id_list
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_sentence_to_seq(sentence_to_seq)
Tests Passed
In [20]:
translate_sentence = 'he saw a old yellow truck .'
"""
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('logits:0')
keep_prob = loaded_graph.get_tensor_by_name('keep_prob:0')
translate_logits = sess.run(logits, {input_data: [translate_sentence], 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 np.argmax(translate_logits, 1)]))
print(' French Words: {}'.format([target_int_to_vocab[i] for i in np.argmax(translate_logits, 1)]))
Input
Word Ids: [218, 138, 210, 223, 149, 164, 72]
English Words: ['he', 'saw', 'a', 'old', 'yellow', 'truck', '.']
Prediction
Word Ids: [13, 182, 276, 81, 294, 317, 204, 128, 1]
French Words: ['il', 'a', 'vu', 'une', 'vieille', 'voiture', 'jaune', '.', '<EOS>']
Google Translate has this French as the English:
He saw an old yellow carand the "correct" English to French translation as:
Il a vu un vieux camion jauneIt is interesting that the sample English sentence provided is gramatically incorrect, but is still translated reasonably well. The gramatically correct version fails due to the unknown word "an" in this limited source vocabulary.
In [21]:
translate_sentence = 'he saw an old yellow truck .'
"""
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('logits:0')
keep_prob = loaded_graph.get_tensor_by_name('keep_prob:0')
translate_logits = sess.run(logits, {input_data: [translate_sentence], 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 np.argmax(translate_logits, 1)]))
print(' French Words: {}'.format([target_int_to_vocab[i] for i in np.argmax(translate_logits, 1)]))
Input
Word Ids: [218, 138, 2, 223, 149, 164, 72]
English Words: ['he', 'saw', '<UNK>', 'old', 'yellow', 'truck', '.']
Prediction
Word Ids: [13, 182, 276, 232, 238, 33, 128, 1]
French Words: ['il', 'a', 'vu', 'peu', 'bleu', 'rouillé', '.', '<EOS>']
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.
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.
Content source: jg1141/language-translation
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